{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "__draft__bayesian_optimization.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyOxKM+nnm696VGNdZqbnFzk",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/EugenHotaj/pytorch-generative/blob/master/notebooks/__draft__bayesian_optimization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://www.github.com/EugenHotaj/pytorch-generative pytorch-generative \n",
        "!mv pytorch-generative/pytorch_generative .\n",
        "%load_ext tensorboard"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5JSk5ZCOdtGQ",
        "outputId": "54ba59b7-7a13-4db8-d733-02a026e867b6"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'pytorch-generative'...\n",
            "warning: redirecting to https://github.com/EugenHotaj/pytorch-generative.git/\n",
            "remote: Enumerating objects: 1297, done.\u001b[K\n",
            "remote: Counting objects: 100% (542/542), done.\u001b[K\n",
            "remote: Compressing objects: 100% (422/422), done.\u001b[K\n",
            "remote: Total 1297 (delta 377), reused 236 (delta 119), pack-reused 755\u001b[K\n",
            "Receiving objects: 100% (1297/1297), 38.93 MiB | 25.92 MiB/s, done.\n",
            "Resolving deltas: 100% (880/880), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RPCi8NilOrSE"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import torch\n",
        "from torch import nn\n",
        "import numpy as np\n",
        "from torch import distributions\n",
        "from scipy import linalg, spatial\n",
        "\n",
        "from pytorch_generative.models import base"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UsVr4SzGYfJs"
      },
      "source": [
        "def sausage_plot(X, Y=None, mu_sig=None, fn=None, obs=None):\n",
        "    \"\"\"Creates a sausage plot of a 1D Gaussian process. \n",
        "\n",
        "    Args:\n",
        "        X: (n x 1) array containing the x-axis coordinates.\n",
        "        Y: (n x k) array containing k samples drawn from the Gaussian process at X.\n",
        "        mu_sig: Tuple of (n x 1) arrays containing the marginal (means, stds) at X. If\n",
        "            provided the means and 95% credible intervals are plotted.\n",
        "        fn: True (noiseless) function being modeled by the Gaussian process. If \n",
        "            provided, fn(X) is plotted.\n",
        "        obs: Tuple of (possibly noisy) observations from the true function.\n",
        "    \"\"\"\n",
        "    assert any([Y is not None, mu_sig is not None, fn is not None])\n",
        "\n",
        "    def detach(x):\n",
        "        if torch.is_tensor(x):\n",
        "            return x.detach()\n",
        "        return x\n",
        "\n",
        "    X = detach(X).squeeze()\n",
        "    fig = plt.figure(figsize=(20, 4))\n",
        "    y_max = []\n",
        " \n",
        "    # Plot samples.\n",
        "    if Y is not None:\n",
        "        Y = detach(Y)\n",
        "        for i in range(Y.shape[0]): \n",
        "            sample = Y[i, :]\n",
        "            plt.plot(X, sample, color=\"tab:orange\")\n",
        "            y_max.append(sample)\n",
        "\n",
        "    # Plot mean and credible intervals.\n",
        "    if mu_sig is not None:\n",
        "        mu, sigma = detach(mu_sig[0]), detach(mu_sig[1])\n",
        "        lower_bound, upper_bound = mu - 1.96 * sigma, mu + 1.96 * sigma\n",
        "        plt.fill_between(X, lower_bound, upper_bound, facecolor='lightblue')\n",
        "        plt.plot(X, mu, c=\"tab:blue\")\n",
        "        y_max.extend([lower_bound, upper_bound, mu])\n",
        "\n",
        "    # Plot the true function.\n",
        "    if fn is not None:\n",
        "        Y = fn(X)\n",
        "        plt.plot(X, Y, color=\"tab:red\", linestyle=\"dashed\")\n",
        "        y_max.append(Y)\n",
        "\n",
        "    # Plot observations.\n",
        "    if obs is not None:\n",
        "        obs_x, obs_y = detach(obs[0]), detach(obs[1])\n",
        "        plt.scatter(obs_x[:-1], obs_y[:-1], color=\"tab:red\", marker=\"x\", s=128)\n",
        "        plt.scatter(obs_x[-1], obs_y[-1], color=\"tab:green\", marker=\"x\", s=128)\n",
        "        y_max.append(obs_y)\n",
        "\n",
        "    # Set axis limits.\n",
        "    plt.xlim(X.min(), X.max())\n",
        "    y_max = max([np.abs(y).max() for y in y_max])\n",
        "    plt.ylim(-y_max - .5, y_max + .5)"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jq4XQPOFH2ON"
      },
      "source": [
        "### Gaussian Processes"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YM6dH6BdOGtF"
      },
      "source": [
        "class SquaredExponential(nn.Module):\n",
        "    def __init__(self, std=None, lengthscale=None):\n",
        "        super().__init__()\n",
        "        self.std = std or nn.Parameter(torch.tensor(1.0))\n",
        "        self.lengthscale = lengthscale or nn.Parameter(torch.tensor(1.0))\n",
        "\n",
        "    def forward(self, left, right):\n",
        "        d = torch.cdist(left, right) / self.lengthscale\n",
        "        return self.std**2 * torch.exp(-.5 * d**2)\n",
        "\n",
        "class Const(nn.Module):\n",
        "    def __init__(self, value=None):\n",
        "        super().__init__()\n",
        "        self.value = value or nn.Parameter(torch.tensor(0.0))\n",
        "\n",
        "    def forward(self, x):\n",
        "        return torch.ones(x.shape[0], 1) * self.value\n",
        "\n",
        "\n",
        "class GaussianProcess(base.GenerativeModel):\n",
        "    \"\"\"The Gaussian process model.\"\"\"\n",
        "\n",
        "    def __init__(self, mean, kernel, noise_var=None):\n",
        "        \"\"\"Initializes a new GaussianProcess.\n",
        "        Args:\n",
        "            mean: Prior mean function mu(x).\n",
        "            kernel: Prior covariance function K(x, x').\n",
        "            noise_var: The variance of the observation noise. If not provided,\n",
        "                observation noise is learned from the training data.\n",
        "        \"\"\"\n",
        "        super().__init__()\n",
        "        self.mean = mean\n",
        "        self.kernel = kernel\n",
        "        self.noise_var = noise_var or nn.Parameter(torch.tensor(0.0))\n",
        "        self.train_x = None\n",
        "        self.train_y = None\n",
        "\n",
        "    def fit(self, x, y):\n",
        "        \"\"\"Fits the Gaussian process on the given training data.\"\"\"\n",
        "        if self.train_x is None:\n",
        "            self.train_x, self.train_y = x, y\n",
        "        else:\n",
        "            self.train_x = torch.cat([self.train_x, x])\n",
        "            self.train_y = torch.cat([self.train_y, y])\n",
        "\n",
        "    # TODO(eugenhotaj): Figure out why PyTorch claims the covariance matrix is not\n",
        "    # positive semidefinite.\n",
        "    def sample(self, x, n_samples):\n",
        "        \"\"\"Samples n_samples from the Gaussian process at the given location.\n",
        "        The samples are drawn from the posterior if `fit()` has already been called,\n",
        "        otherwise the samples are drawn from the prior.\n",
        "        Args:\n",
        "            x: The location to sample at.\n",
        "            n_samples: The number of samples to return.\n",
        "        Returns:\n",
        "            The samples.\n",
        "        \"\"\"\n",
        "        with torch.no_grad():\n",
        "            mu, sig = self.predict(x)\n",
        "            mu, sig = mu.numpy(), sig.numpy()\n",
        "        sample = np.random.multivariate_normal(mu.squeeze(), sig, size=(n_samples,))\n",
        "        return torch.tensor(sample)\n",
        "\n",
        "    def predict(self, x):\n",
        "        \"\"\"Computes the predicted means and variances at the given location.\n",
        "        The posterior means and variances are returned if `fit()` has already been\n",
        "        called otherwise the prior means and variances are returned.\n",
        "        Args:\n",
        "            x: The location to predict at.\n",
        "        Returns\n",
        "            The predicted means and variances.\n",
        "        \"\"\"\n",
        "        if self.train_x is None:\n",
        "            return self.mean(x), self.kernel(x, x)\n",
        "\n",
        "        # Compute means and covariances.\n",
        "        train_mu, x_mu = self.mean(self.train_x), self.mean(x)\n",
        "        train_sig = self.kernel(\n",
        "            self.train_x, self.train_x\n",
        "        ) + self.noise_var * torch.eye(self.train_x.shape[0])\n",
        "        x_sig, cross_sig = self.kernel(x, x), self.kernel(self.train_x, x)\n",
        "\n",
        "        # Compute posterior mean and covariance.\n",
        "        solved = torch.linalg.solve(train_sig, cross_sig).T\n",
        "        mu = x_mu + solved @ (self.train_y - train_mu)\n",
        "        sig = x_sig - (solved @ cross_sig)\n",
        "\n",
        "        return mu, sig"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6eKW0Zb5Z0Q6"
      },
      "source": [
        "domain = 0, 6\n",
        "n_grid = 100\n",
        "n_train = 5\n",
        "n_dim = 1\n",
        "n_samples = 4\n",
        "noise_std = 0.1\n",
        "\n",
        "def f(x, noise=0.):\n",
        "    x = x.view(x.shape[0], -1)\n",
        "    y = torch.sin(x).sum(axis=1, keepdims=True)\n",
        "    if noise:\n",
        "        y += torch.randn(size=y.shape) * noise\n",
        "    return y\n",
        "\n",
        "train_x = torch.rand(n_train, n_dim, dtype=torch.float64) * domain[1]\n",
        "train_y = f(train_x, noise_std)\n",
        "grid_x = torch.cartesian_prod(\n",
        "    *(\n",
        "        torch.linspace(domain[0], domain[1], n_grid, dtype=torch.float64)\n",
        "        for _ in range(n_dim)\n",
        "    )\n",
        ").view(-1, n_dim)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "S2X3lJNqaBu0",
        "outputId": "9582fcff-100f-4b0e-86c2-1271a5281cdf"
      },
      "source": [
        "gp = GaussianProcess(Const(), SquaredExponential(), noise_std**2)\n",
        "\n",
        "# Sample from prior.\n",
        "mu, sigma = gp.predict(grid_x)\n",
        "sausage_plot(\n",
        "    X=grid_x,\n",
        "    Y=None, \n",
        "    mu_sig=(mu.squeeze(), torch.sqrt(torch.diag(sigma))), \n",
        "    fn=f,\n",
        ")\n",
        "\n",
        "# Sample from posterior.\n",
        "for i in range(len(train_x)):\n",
        "    gp.fit(train_x[i:i+1], train_y[i:i+1])\n",
        "    mu, sigma = gp.predict(grid_x)\n",
        "    sausage_plot(\n",
        "        X=grid_x, \n",
        "        Y=None, \n",
        "        mu_sig=(mu.squeeze(), torch.sqrt(torch.diag(sigma))), \n",
        "        fn=f, \n",
        "        obs=(train_x[:(i+1)], train_y[:(i+1)]),\n",
        "    )"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Q/vSY7cREGkYrIltEsqrfEFR9l+l+1dBEUVVDsvUoDBKRTe0LM5/gY2fezXz3MV6+/w3XDYSMMfzxo7/GX1/6fQCet+Ob7/RpyiaRZIYr7Ygr/YbmtgVjoc9UKW8+ORp6qhySbSMzhsVunPdwa+eVP2r2LCLbRT1KqEcJDy+0cC2LyZLPdClgRylU1ZBsCWsSBlmW9RvANwJXjDFPX4vXFBG5Gc+d/ibmu48Ng56rA6GVQdDzd7yG505/03qdqmxCmWHYzPwBmnj9EvLJYn6nsOzrnopsHcYYFroxM4NhX+2IxCj8ERFJzMqqoTq1wGVnOWRnOWQ09Nb79ESekrV6F/tfgXcBv71GryciclMsy+Ll+98AcE0gdHUQdKPKIZGbFWeGx5o9HuuXkBddh8l+1dBUMSBwNSuJbB6D8Ge2EzHTr/xJVPkjIvKE8h6ETR6aaxK6NjtLITvLAZPFAEfDy2WTWJMwyBjzacuyDqzFa4mI3BRjIEmw0gQ7SXnl6LdTWurw6XMfAuAbpr+Hz3zxXZyd/QSvGP86XmS9HOvR00TTOzGFAnazgX/5IoMpxoxtgWUT7dqNCULsZhN3cR5j22BZ/cUmHhsHz8OKI6w4wbguxnHAUbnwdtROUh5d6vDoUgeA0dBjZzkvIR/RnULZYIwxLPb6lT/96h+FPyIit6abZMMZylzLYqrks7McsqMU6iaRbGiqbxeRIWMMcWqIkpRenBElGb04I04zkjQjTg1JmpGkZnlf0t9OUuj2SFJDz/Ox4pgdF0/jRl28qIsb9fB6Xc5M7ufMxD5KrTqvuO+jeGmMl8a4SYKXxnzy7hdx/95nsHPxIj/0yV/HSxO8JMJLE5ws5bdf8Fo+e/g5HLv8CD/50V9adf7HgNZL/gn/5+Io9cd+hbd98k/6z3y8v8D7X/tmzh9+Ovc++Ble+YF3XfM1+NMf/3mah49x6K/+lGP/37XPP/LO3yDed4CRP/pDdrzvPctfO9vGOA4nf+13SCYmGf3wBxn/g/9J5vsY38d4PlkQcP5f/yxZsUjlzz5J+QufW37eD8iCkLnXfBs4DsHpk7gLc2RhIV8K+TodHVur/91yGwyms39gtknBtdlRCtlRzquGdKdQ7rRBw+eZdm9Y+aOePyIit09iVlYQLzFe8NldDtlVUZ8h2XjuWBhkWdbrgdcDTOzafac+rci2kGaGTpTS7S+deHm7G19vX0YvSYlWBD69OMHpdrCzjKafz7b1wgv3U41alOIuxaRLMe7y0NgBPrn32Xhpwi/931+hlHQoxj1KSRfHZPz+vV/H/3jWq6hFLd72gf9wzbn+4d9/Fecm91OyMv7+6fuIXZ/E8Uhcl8TxGHUN4xWfoikzO7GbxPVJXI/EcUlth+6OXdRKHu3xaT7yvFeT2jYpNonjkFgO81P3YNIZTlb38fbnv5KSN0lqIDGQGsOX6kXmvnyF+1ujfO55/wxDfoFuYbCN4YsP9miefISdrTJHn/Md2MZgGYNNBgb++o8ukJQWubtR5Jlf+WoCKyOwDAEpPoa//vICdjniWCfk6P578LMEP43zUCuOqMcZYZrhXzxP6W8/ixVF2FGEFeXDjub+8bcDMPrR32f0Ex9b9bXLwpDj/yPft+Nd/4ny5/+GtFQmK5bISiXiiWku/dCPAlD5y0/jLi6QlsqkpRJppUpaGyHesev2fBPKNTor7hQ6Vn+62nLAzlJIQW8I5Tap9yt/ZvozfkWpwh8RkfUy18mD+C/O1BkJvWEwVFHPQdkALLNGjQH7w8Q+cjMNpI88/Znm7R/84zX5vCJbSWbyUKfVTfKll9DupbRXrRPa0ep93fj6U/tOteYZ69Wp9VqMxy3G0jat8gifu+erCT2HN/zRu5hcmqHYa1HotLBNxolnfBWfeu2PEHgOr/3X343Xy4e/ZLZNUihx6R+8lHPf8f14tsXRX/x3mGIRUyqRFfPQoXP30+jc+wxIU0r3fz6vaAlCsjDEhAXSUhkTBLfl63f1rGHADXsFGWNIs3yJ+xVOUZIRJxlR2l/3lzjNlp9LMrpx2g/Q+sFaP3TrxYPnUp7o5rvv2hR8h4LvUAxcCp5NzYOgFFIKXaY7i4x1liibmFIWUUwjfMtQ/7pvAGDkTz5K4fgD2K0mTquF3W6RFUuc/Zn/BMC+t/4Ypb/7wqrP2d1/iNO/8usA7P3pf4n/2Pk8JOov3UNHmH/1twJQvP/zGNchrY6Q1kZIyxWwVeq8VmqBy67+G8JaoOFk8tQ1ouXKn9l2RE9TvYuIbHhV32VXJWRXWcPKZe1ZlnWfMeY5T3ScIkmR28gYQzfOaHRi6p2YZieh2U1odmNa3cH2cvDT6iY3DBEsDFNEjFkRvYkdVAoeL734BfbOnafWqVNu1ym1G3TGJrnvjW+l4Dl81dveRPnc6VWv03zWV/KiV30fADuP78LujRNVKnTKVdJKhXDfQV507xQAZ3/xV8kKRdJyGeMHed8cYDBQ6eJb//2N//GOQ+vZf/+Wvn5PxvWaRa8Mhq4OhCzLwnUsXAeCNa7SGAy368UpnSil3UvpREl/ndLpB3qdfqjXiVLmWzHnewmtXoNkeCff6y95pZZtQfH9X6QUupTDu6g8/R7KBY9qwaNccKkUPCozLSoFj/QtP4vf6+C0mtitFk6zvirMad/zdNJyGafRwKkv4V84N6xOAtj5rnfgX7m8/G+ybeovfgmP/ehbANjxnl/CuC7JyCjJ2DjJ6BjRrj3EO1X5eTMGjScfnGtS8hx2lUN2V0JNXS9PqBkl/eCnx0wnopso/BER2WzqUUJ9Lm9AvfJ9wFjBX+9Tk21kTSqDLMt6P/A1wARwGfi3xpj33eh4VQbJZpekGfVOTL0ds9TOQ556J6bRiWl0knzdzdfJDUr0i4FDKXApBw7jdszOuMFUr04t6XL5eS+mFLo8/U8/xI77P4O/tIC3uICdxMQTUzzyvt8FYM/PvIXS/feRjI6TjoyS1Gr09h1k5rt/AIDSFz4HaUpaHSEZGSGtjty2qpz1dKNZwzbjbGLG5BVKg4CwOQwK01WhYbO7/H3WjdLrvlboO1TCPCSqFT2qxeV1tehRK+Tr64Vh/tnTuAsLuEuLOEuLuEsLRLv2sPSSl4ExHHrT9+HOzeK0W8OPWXj5q7j0gz8KacqRH3ht/j03MkYyOk4yNkbzWV9J52nPhCzDqS+SVkdUbXSV0LXziqFyyGTR3/Dfr3L7teNkOOxrpt2jo/BHRGTLKnoOeyohuysFTVkvT9kdrQwyxnz7WryOyHpLM0Ojkwc89fZy2FMf7ouot2NavWsvvi2gXHAphx7VgstULaQSOoxbEdOdJSba84w2Fqg05pn/rtfheC4T//2/Mv57v4fd7Q5fx9g2D33bq8BxqBUcrEqFzr79NEbHSEbHSMYnh8deePPbMJ43rNi5WutZT/g7YNN7vMDn8aad36gsyyLwHALPYaxyc8FdnGQ0unkQ2VwRRA6DyU7Cudk2S+2I+DrhZOjZ/aDIHwZGI6UyIyOjjOz2qZU8yqG7/HWzLE696zfzzV4Pd3Eed34uH0oGWHFE6yueg7swj7swR3DqEdylBTLPp/O0Z+LOz3HX674N47rEYxMk4xPE45MsvvSVtJ/5bKxuh/DMKeLJKZLR8W0VGHWTjFOLbU4ttvEdix2l/E6hGlBvH+04HVb9zLQj2vH1w14REdl62nHKifkWJ+ZblDyHPZUCeyohNQVDchtomJhsG0maUW/HLLZjlloRi62YxXbE0op1vRNzdbGcbUGlX0ExXgk4OF0eVlTUApvJ7hJjzQUqS7MEs1fwHrvCzGu/l3RklPEPvp+p3/4vq17POA6tV38Lydg4vYOHWPj6V5KMT5CMTxKP5xfGg3Bn7lu/i7nH+TcZX6Wkf3P5Dx+38ufqQGgs3MXzdnzzepzqbeO5NmPlgLHy44dHg2GL9XY0DDyHwWc/8Dx1uUm9HZNeNV7RsS1GSh4jJb8fFvn9xWO0XGPs0CSFIP+TYsICF9/0k6s/eZpipflFbRaGXHr9m3BnZ/DmZ3FnZymcPEFz6QUABI+e5sCb35S/lusST0wST0wz853fR+eep+MsLhCcOUUyOUU8Ob1lfw6i1HC23uFsvYNrW+wsBeyqFNhRUjC0lawMf2bbES2FPyIiArTilOPzTY7PN6n4LrsrIXsqIVX1GpQ1smYNpJ8MDROTtZYZQ7OTsNiKWGhF+boZD7cXWxGNTnLNx/mufc0Fbq1fGVEr+lRDh5FunWDmMt7li3hXLuFfvsTcN/8Ton0HqP2fP2HXL//HVa+Z1EY4++/eQe/AYcKHj1N84IvEk9PEk1PEE1OkNQ2NWUu9tM0XZj7Bc6e/6XErfowx/M3lP+RZk19P4BTv4BluPit/npbD03x7sZUHp0vXCYxCz2ak5DNW9hkdLKXl7UrBw76Jqiy72aT40JdwZy7jXbmMN3sF78plrnzvG+jc/TQqf/Ep9rz93w2PT2qjxNM7uPjGn6C3/yDe5Ut4lx4j3rGTeGIKnK01c5drWewoB+yuhOwohQqGNpl2nDLT7jHbjpjtKPwREZEnp+q77KmG7K0UKGlWMrmOmx0mpjBINoUkzVhoRSw082W+OQh8IhZa+QXq1Remg6BndFDBUPYZWRn4lHxCz8aOIrzLF/EvXsC/9Bjexceov/gldO59BsUvfp79P/UTq143Hh3n4r94M61nPQfv8kVK93+eeGo6D3wmprZkT57NxrUsUmPQhMq3zyAwWvlzOdzurztX9TJybIuxch4WjVWCVdvjFZ9S4N7UED672SA8cyoPiwaB0ZXLXHzjj5NM7WDsD36P6d/8NSAfdhlPTBHv2MmFH38r6cgo3mPncVotop27ycrl2/L1uVOcfjC0pxIyXQpxFQxtOK0oYbZf9TPT0bAvERFZO2Ohx95qPpQscLfWzS956hQGyaYSJVk/5OkNw56FVsRCI2K+FdFox6su7C0LagWP0bI/HK6SVyF4w+Cn6DvDC0u73ca7dAH/4mP4Fy/QOXKM9rO+Eu/SYxz5f75z1bmkpRKXv/+NLL3kZTj1Jap//imi6R3E0zvzISkKe+4428rvggSuQ+DY+I6N71j4jr3isT18PKg+idN8mvgoM/n6ektmaMcJzShVeLTGulF6TYg73+zl60ZEq7e6Ws937X445DNWDhivBExUfMYrAWOVAN+9uYo6Z2mR4NHTech7+WJeKXT5Imf//S9ifJ/pX38XYx/+EABJpUq8czfRrt089s/fDI6DO3MFEwSkleoN+3FtRI5lsaPUrxgqB7iqQLzjjDHUo4TZdsRcJ6/80WxfIiJyu1nAVClgb7XALr0H2PYUBsmGkqTZiovBiLlGb9XF4dVDuAb9SUZLedXAYKjJYPjJSMm/dmhEHONfvoh/4RxZqUz76c+EOObID7wWb2F1553Zf/RPmfme10McM/HB9xPt3E20cxfxjl2b7gJwq7GAauAyEnqMhh6joU8tcG9qeNGtSDNDPYr7U37HLHUT6r2YKFNEdLt045T5RsRCs8dcPyAahEVzjR69ePVFdLXgMd4Ph8b71USD7Urh5qqKALzLFwlOn8yrAfsBsd1uceYXfhWA3f/x31L9qz8jLZWIduwm2r2X7uG7mH/1t+YvkCTgbuyybNuC6VLArnLIznKI7+hN4e2QGcNiNx5W/sx3Iv3OEBGRdeVYFrvKeTA0VQpu+3to2XgUBskdlWWGpXbMXLM3vKCba0TMN/KLvKsre2yLfrizeqjIIPCpFjzs6w13MAZ3YR672SDadwCAXb/wsxROPIh35RJWll88Np73As6/5WcAmPr1d5OOjBLt2kO0Iw98sqJ6xmwUZc8Zhj6joUct9DbUUJd2nFLvLYdEi72Y5g2mcpe1Y4yh1UuZa/RWLNFwe6m1+neK79rDSqKJasBENWSiEjBe9Rkp+tf/fXIDhS/fT3jy4Twseuw8/mMXSEdGOfOOdwNw4Cd/GHf2CtHuvfmyaw+dI8foPO3vrfFXYW1YwGTRZ1cln7I+VBn5UxalGfOdiLluzHwnYr4Tk67D+ygREZGb4Ts2eyoh+6oFxgpbc8INuZbCIFlz7V6y6mIsH+qRX6AtXNWzx4K8kWylH/SUg62TxrQAACAASURBVFXbteINwp6BLBs2Wa797z+m+KX7Cc6fxb9wFqfVonP4KGd+Me8JsvOXfx671yPavYde/8Is2rV30/cC2apCx2a6HLCjFDBZDDZlxUIvyZjrRMNlsRejYoA7K07yPmKz9eWgaLbR7T9e/fvIsS3G+yFRHhgFTNZCJqvB9asMrydNh42oRz/8QcJTj+BfOEdw4RxOs0H9+S/kwr/Km1rv+6mfIK1U6e3ZR7RnH729+4l27dkwQ0zHCz67yyG7KiFFT8HQjQyGfM13+sFPN6KhIFhERDapsuewr1ZgX7VA0dvYFc5yaxQGyZM2aNI8vyLwmVtR5XN1M9hS4OSNX1c0g817e+QzCLk3eZHvXXqM8OHjBGfPEJx7lOD8o9idDo+873cB2P32n6bwwJeI9uylt2c/0d599PYfyoeByaYwFnrsKAdMl0JGbrJJ8GaSZoaFbjzsETLfiYiVDq2bQaXibL3HbKM3XM/1t6MVPVwGTa3zaqKAyWrYX998UOTUl7B6XZLJaUhT9vyHf0Nw7tFV1Yrzr3wNl1//Johjpn7nffT27s9Dor37yYql2/a1eCIjoceOUsB0MWCs4G25n80no5dmLPZ/juc7EQvdWD/HIiKyJU0UfPbVCuyuhHjqL7TlKAySaxhjaPdSZhu9YUXPMPTpz8618tthcDd90Mh1vOIPw5/xSkDoP4k7ynFM8Nh5/LNnhqHPYz/+FoznM/W+9zD+hx/A2DbRjl35nfQ9+5j5ztfld+I3QX8OWc23LaZKATvKIdOlgGATVv/cikFFwVy/j8hsO6KbqonsRmCModFJmK33mKl3h2HRTP3GQdFkNa8kGoREk9WQWsl7wjH4VhThP3YO/9xZ4h076d51N97FCxx60/dhx/HwuHhiisvf+wYaL/wa7HYb//yj9PYewBQKt+3rcD2ebTFZDJguBUyX/C1917CbpCx282Gfi92YhW5CJ1HVj4iIbC+D/kL7akWmiv62vim0lSgM2qZWVvfMrqzu6W93r2rIWim4jPeHcF3dlLVafOKLnWukKd7li4SPnqL19GeRVarU/vSP2PnuXxjeIR+EPmd/+u0kUzvwLl7A7naJdu/F+BrLulkVXIc9lXzoyVi4vSsMrqcRJcy0ewqHNrBBUDRT764KiPJ1lzhd/nvpOlY+3Kzfn2iythwUPWEz6zTFu3JpuRry7BkWXvaNdJ729yj97WfZ97Y3AxBNTRPtPUBv3wEWXvaNxDt33+4vwSpl32G6GDBVCpgs+pt2ZpJukrLQjVeFPx3N8CUiIrJK6Nrsq+bDyKqBt96nI7dAYdAWZYyhHaXM1ZcreuYavWH4c3V1j+tYw+FbV8++M1b2CZ5qvwhj8r4+joN//izjH3x/fmFz9gx21APg7E/9HK3nPJ/w5Akqf/ln9PblFzUKfbaO0LHZXQnZUy0oAHqSFA5tLpkx1NsxM/UeM0vLYdFMvXtNj6LAs4fB0GRtefjZZDWgGDx+tY1TX6LwwN/1f5+eJjj7KP6Fc5x5x7vpHTpC9VOfYOJ//nd6+w/SPXCQ3v5D9A4cIp6cHvZZux1sK+81NBZ6VAOPauBS8W//LH83yxhDK05pRMlwafbXUaqhXiIiIk/GaOixv1Zgb6WAt80q/LcChUGb2I169wzCn+5VvXvKoXtN0HNL1T1XS1OCR08Rnj5JcPok4aOnCM6cYua7XsfiS7+R4Mwp9v2bn8wvTvYfpHfgEL39B+ntO7hhGqbK2vEdm93lkD3VkImCyknXSiNKmG1HeUDUieiqcmHTyDLDQisaBkUzK6qJ5purA/pS4K6qIhpsT1RDfPcGb7bSFCwLbJvSfZ9h9OMfIThzCv/yxeEhJ37rg6Qjo5Tu+wz+pcfoHjhE78BhstLta6RvARXfpRoMFo+a71L0nNvyeyFOM3r9pTUMfVKaUUIzTtTEXUREZI05Fuwqh+yvFZnUMLJNQ2HQBpZPmZysGL715Hv3rAx9nnJ1z7UnhrswT3DmJOHpk0S79tD4qhfh1Jc4+l2vASDzA3r7D9Dbf5ilr/k62s94Vl4lpF8MW5pnW+zsB0BTxWDDVANsZYNwaLbdY0bh0KaVpBlzjX4V0VJeSTTYrnfiVceOFL3hLGcT1eUZz8YrwXUbWdvtNv65MwTnz7L0tS8HYOevvJ2R/7389zWamqZ71z1c+MmfAsvCbtTzgOg2VhE5lkU1cCl5DrZl4VgWjm1hW/lzy48tHAts28LGIsoyesly4JNvp0T9xwp7RERE1k/BddhfK7C/WqDkb92+gluBwqB1FiXZcBaulYHPYF+U3ObePU8kTXEaddKRUQD2/NxPUXjoy7hLi8NDFr7+FVx6408AUP7rPyfas49o5+7h9MqytVnAjnLAvmqRHaXrX4zKndOMEmYUDm0p3TjNZzpbUVF0pd5lZqm3avZG24Kx8iAgWh5yNpjxzF75s2kM7vxsXsV55hTB6ZNYacqFf/k2APb/qx8hOPVIXsF58DDdA4fpHL2H3qEjd/hfLyIiIpvVRMFnf63A7koBV9cIG47CoNsszQyLrUHA0w98mhELjYi5Zo9GJ1l1vO/aq6ZeHy8vz851S717blJw6hEKxx8gPH2S8NTDBI+epnvwMI++/V0A7PzlnwfbpnvgML0Dh+geOERWqd7Wc5KNqeq7+RjhaoHQVfC3UbWihNn+VPZz7YhmrJmQtpJWN1lVRbSyqfXKmwmuYzFeCYbh0Mpm1tXrTBVf/dSfUjiR/y0IzpzCabdoPOf5nP+pnwNg6tffTTI+QffQXXQPHXnCvwN2u03tkx9n4RWvfvwKUWMY/dgfsPQPX0ZWLD7lr4uIiIhsHK5tsacScqBWZKygnrAbxc2GQarvuoEsMyy1YxaaUV7N0w988uAnYrG9eiiXbcFIyWes7HPPnto1w7rK4RPMLrNG7GaD8NTDhCcfxpu5zOXX/3MAJn/3t6h85i9IS2W6B4+w8PJX0Tl27/DjLv7Im2/7ucnG5TsWeyoF9teKjIaaPWAzKPkuJd9lfy2/sO4maT6VfT8cWuolaFTN5lUKXUphmQNTq3v+GGOod+JhSDRbX+5R9OD5+qpG1r5rD4OiiX5YNHn385l47j/IZzwDvCuXsKIIACuOqP7Vn+HNXhm+Rjw5xdxr/ikLr3w1ZBnu3CzJxOQw+Kl98uPseO878S9e4PLrfvj6gZAxTL/v3Yx9+EMALLzyNWv81RIREZH1kGSGM0sdzix1hjeU99WKBGo6vSls28qgQdgz3+wHPM0oD376gc9iK7qmP0G16DFeXq7mGetvj5d9aiX/jg+jcRYXSCtVcBxGPv4Rxj/4/lUNReOJKU6+579ighD//FmM5xNPTau/jwD5MLDpUsD+WoGd5VB9gLaYOMuY78TMtiPmOhEL3Zh0HX7fy52T9StWZwZDz+rLYdFco7fqb1rg2sOAaKJfUTRRDZioBIxETQqnH8mHmp16mOZzX0D9xS/Bv3COwz/0PSS1kbxy6PBddA/dRekLn2P0Tz7K/Kv+0bWB0Iog6LrPi4iIyJZiW7CznFcLTanp9LrY9sPE4iSfkWuhGS2vB6FPK2LpBmHPWNlndBD0lIPh49GSj3ejmV7uALvZoPjA3w2rfsKTD+PNzXDyXb9JtHc/lb/4FNW/+L/Lb9APHyWt1tbtfGXjKnsOB2pF9tU0DGw7yYyh3kuGwdB8R0PLtpM0Myw0o1XDzQb9iuabq4Mivx8UTVQGQVG+vYMuez7/5xROPUJ48gTB2TNYacr5N7+N4gNfZOzDH6Jz+C7mX/2tdI4cI57eyfRv/qqCIBERkW1q0HT6QK1A0dOgpDtlS4dBg9m4Fpoxi6083FlcGfq0omt69lgW1IreMNjJQ57lCp+RdQ57VnIW5imcPEH4yAkaz38BvQOHKf/NX7L3Z9+KsSyi3fv6gc9dLL34a0lHx9b7lGWDs/vTQh4cKWo6eBnqpRnznYj5fji00I1JNGXTtjMIimYbywHRbL3LbH/yg5VDzwY9iiYqAVMFi7ual3EP7qc2Pcozf+lt1P72s8NjjetiJQmLX/tyLr7pJ7GiCOP7CoRERES2oamiz4FakV0VjUi43TZ1GNSNU5ZaEYutOA96Btv94VsLrYgkXX3ermMxWlqu4hktLy9jpfUZxnVT0hQcB2dhnp3v+UXCkyfw5mYBMJbFpR/6MRZf+krsVrPf9PkIplBY55OWzaLsORwYKbK/WiTYIGGnbFzGGOpRwmI3ZqEbs9iNWeolGl62jQ2Gns028mqiuXqvHxJdOzOmZcF00uQrzn6Re+fOcKB+iQk74b6fezejEzX2/e5vMPrxj9A9fJTOkaN0jxyle/go8fROBUQiIiLbRODY7K3m1ULVQL1Kb4cNHQbtv+cZ5g3v/kAe8rTz6p6lVjx83I1WD12wgErRY7TkM1LqrwehT8lnpOxRCu5Mg+ZbYTebhI8cp/DI8Xz98HHqL/wHXPneH8SKIg78xA/SO3A4f5N8+Ci9g0c064o8aSurgCaLwXqfjmxyxhgag4Co1w+IugmJAqJtzxhDo5Pk4VA/JJqt92jfdz8XS+PUg9Kq47967gQvnnmAw/Pn2Dl7HidLiYplPvNrv8doJWDkM3+GsWy6R46RjE8oIBIREdnixgseB2pFTVG/xjZ0GBTsvMvs/J7/PHxcKbiMlHxqRY+RfuBTK+brwX53k3Ukt7odwlOPYHc7tJ79XDCGu77nW3CXFgCIduyic9cxGl/1Ihov+Jr1PVnZEsqew8GRIvtUBSS3mTGGZpSy2A+H6lFCvRfTWVElItvQVbOGtdyQ49/wLTz8da9hrhEx18yrieYbPepLbfYuXWS8s8Rndj4Ny4L3fOqXOLBwIf/Y8gjz+w6z+BXPo/GKb6JW9LD1JlFERGRLcm2LvZUCB0Y0s/Fa2NBTy4+Vfd74DUeplbxNGfTcSOUvP035vs8QPvwQwblHsbKM3p59nHr2c8GyuPz9P0xardI5fJSsUl3v05UtwCLv1n9opMhUSVVAcmdYlkUlcKkELnury8NW4zTrB0N5ODTY7qUKiba868waNv2+d/PsD/8OB2hf0zx6MKPnXLPHwUbEXKPHb+55K6Wzp5g8f4q9V85w9Ow5LjfgF1qHcCz4z59+J/WRCWb3HqZ+6CjxXUepjo0wWvapFr2NORRcREREnlCSGU4vtTm91KYWuPlkN9UC3hbJCTaqdQmDSoHLoR3l9fjUt84YvIsXKJx4iMLDD+GfP8u5t/08WBblz/4V5c/9Nd27jtF4/ovyfghHjg0/tP7il6zjictWEjo2B0aKHKwVKXiaEUw2Bs+xGS/4jBf8Vfu7SUq9l9CIEppRQjNOaUYJ7ThFg822gBtMH3/5dT8MMKwUWhkI2bY17OvHjpUvlv/NjJOM062IZr3Lt7RiGvN1Ol+aYN/F0zz75H3wKUix+K17v4F3HX0Jvkl4WjRHY/cBRmqF5b6B/R6CIyUfXxWTIiIiG95SL+H+K3W+NFNndyXvLTSh1he3heZ3ewLO4jxpqQKex8iffJSp33ovTrMBQBaEdA/fhd1qkpUrXHrDj2D8/1d9DuS2mSj4HBpRF37ZXELXIXSda6rXMmNo94OhQUDUjFJasYKiTeMGQRDwhIHQ4/Fcm6layFQt7O+ZhK9+BzPA/OIC7vGHsB/4MkcOPo1/snMf/vEH+c73vYPI8TgzupsHans5PrKXP546NuxdVArcvO9gPxwa9iDsL6ouEhER2ThSA2frHc7WO/mkOLUi+2oFQlc3wtfKhpxNbL1YvV7e2PnEgxQefojCiQfxZq5w5uffSefup1H84uep/vmn6B45Rufo3fT2HgBH34xye7m2xb5qgUMjRXXcl20jM4ZuktKOMzpJSjtO6STpqu0oVVy03kY/+vvseO87rw2CVloRGF16/ZtYeOVr1vw87GaD0t9+Lv/b/fBDhCcfxu51+csf+xlO7r6b4PiD7PjS5zg+to+/K+/mXBZeO1mFBbWCR21F78K8l2F/X9GjuoWGtouIiGw2eYuMgAO1ItOlYMNPILVeNnQD6Q0RBqUpwblHCR9+iO7hu+gduovCl+/nwFt+FIBoagfdu+6mc+we6i/4GpKJyfU9X9l2qr7LoZE8AXdtXXyIXC3JTB4QxSndNCNKMrppSpRm9NKMXtJfpxlJpuDoRix4ylVYdrtN7ZMfZ+EVr378ih9jGP3YH7D0D192Z2bJTFOCc2eIdu7BBAGjH/kQ0+97D1aW96+KduykdfgYX3rtDzKDz2Izn810oRmx1I5ZakcstmKi6zRFL4fuqrCo2l9qK9bFwFX1poiIyG1UcG3214rsrxUoeRrwtJLCoOuwel0mfve3KZx4iPCR4zjdDgAz3/bdzL72n2H1upS++Ld07jpGOjJ2x89PZNAQ+vCopoUXWUtpZobBUJxmxJkhyfKQaLCdr/vbaX/bZGQmr1RaXufba82xwLas/nLttmtbOJaFM1gPtm0Ld9V+htv2NcfnrzX42KsDi5XvCcxw3+Bx/rXqJhndfpXW8na+7vYDuI3I6nQonDxBeOJBCiceIjh3hlO/8j5wHKbf+04KD32ZztF76B69J6/+3bmbbgpLrTwoWrVu5YFRvZ3Q6iXXfC7HtqgWrgqKCh6Vgku16FEp5I9LoauhaSIiIrdoquizv1ZkVznU31W2eRhk9bqEj5ygcPwBCiceItq9h5nv+n7IMu76Z99CPDlN5+jddI7dS/euu4l27gZVXsg68h2LA7Uih0ZKFNUQWmRTMMaQrgiIVv05ta67ueKxhWUNghm2VJlzPsQvoxUnzHUi5jox852IeANXZ41+7H9R+atPEz58HKfTBqB78Ain//N7AQhPniCenCat1q752CTNqHdi6u2Ypfbqdb0T9yuN4muGpUH+vVAuuFQKg4BoebsculQKLuUwD5FKgYutN7giIiI35NkWeyoF9tcKjF01ocl2sqGnll9TWYa7MEcyng/j2vNzP0X5s3+1XAo+vZNo1+78WNvm4d/8n+rzIxvGSOByeLTEnkpBKbbIJmNZFq4F18Y925ttWRQ9h6LnDCscjTHUo4S5djQMiNrJteHIell4xTez8IpvhjTFv3CWwomHsNLl89vzs2/Fm5sl2rGLzrF76Ry9m/YzvoLe/oO4js1YOWCs/PjVnFGS0ezE1DsJ9U5Mo7/U20m+7sRcXuzQ6CSk1wnOLCtvgp2HRF4eIoX5uhy6w+dKYb4OfUdD1UREZFuJV0xRX/Fd9tcK7Kuq6fSNbLrKIKe+lJd4H3+w3+j5QYwf5CGPZTH+wfdjd9r5m7W77iYdGV3jsxe5NRawuxJyeLR0zRTcIiLbRTtOme9EzHYiZtsR9eja4VYbgjEUv3Q/hRMP9oeYPYg3P8f8K1/N5df/c0hTpn7rvfnkEsfuJZ6avqVZRY0xtKOUZieh0Y3zdSem2U1odBKag33dhGYnpnedvkYAtgWl64REpdClGOT7i4FDKVjeF3r2lqpSExERsYDpUsD+WpGd5WBb3CjZGpVBcUx45iSFEw+y8NJvBM9j/Pd+h/EPfxBj2/T2H6T+wn9I5+g9kGXgOMz9429f77MWua7AsTk4UuTgSJGC0mkR2eby6qECe6oFABpRwoVGh/P17sYKhiyL9jOeRfsZzxrucmdnwOQhjHf5IqN/9L+wowiAZGSUztF7mHvNt9G59xlP4dNZeUATuEwTPuHxUZLR6iY0u3n/omY3Xn68Yv3YfIdmN6EbpTdsGG5bLAdFYR4UFXyHYuBS7K8LQX/tOxQDh6Kfb2sIm4iIbEQGuNTqcanVI3Bs9lRD9la29zCygTUJgyzLejnwy4AD/Lox5j8+1dfyz55h5E//iMLxBwhPnsCOYwA6x55G98hRFl/6SprPfyGdw0cxhcJanL7IbTUSehwZKbKnWtgWSbSIyFNR8V3uHq9w93iFei/mfKPLhUaHxnV67ay3lTOMxrv2cPz9HyF89BSF4/3qoeMPYPe6ABTv/zzT73s3naP35FXLx+4h2rN/zXoV+q6NX/YZLd/cm9osyyuP2r08JGr3Elq9/uNeQqu7vD3XiOj0EtpRet2Z1VYKfYfCdZbl/e7qfV6+Dn2b0HNwHfVuFBGR26uXZpxcaHNyoU3Jc9hTKbC3GlINvPU+tXVxy8PELMtygBPA1wPngc8C326MeeBGH3Pk6c807/hvv0/hkRPDN00L3/iPaD/jWRS/+Hn2/sxb6B4+mr9x6r95SiYmb6nsWuRO0lAwEZG1sdSLOV/vcr7RoRVvvGDoiRS+fD8TH3g/hRMP4jQbAKTFEqd/4VeJd+3BnZvFuC5pbWSdz/TxJWlGpx8itXsp7SjNg6JeSjvK190opbNiyR8ndOMnnmHOdSxCLw+LguHaHj4OPZvAu3o7D5JWbvuerRsvIiLypFR9lz3VAnsrISV/Yw+euhl3bDYxy7K+CnibMeZl/cf/CsAY8x9u9DH31kbMB3bvXm7yvHM3V777B2h89YshTfMhX972TOdkcwscmwMjRQ5pKJiIyJpb7Macb3Q4u9Shu0GnsL8hY/AfO59XDz38IJdf98Pguky/952MffT38+bUR++hcyy/CdY9cmzL3ATLMkMvXg6J2lFKL0rpxHlg1B2us2GgNDi+G6f04oxenHKzE9L5rk3g2fhuHhIFro3fD5Hy55xVx/huf79r4/ePWXmc79p4rkImEZHtYDT02FspsLsabprrucwYrrR7XGz2mG1HvPTQ1B3rGbQbOLfi8XngeVcfZFnW64HXAxypVJj9lu+gc+weukfvWT1Vq+Noti/ZdDQrmIjI7TcSeoyEHvdOVLjU7HF6qc3lVm+9T+vmWBbR7r1Eu/ey9JKXDncvfe3LiCcmKZx4kOLffYHap/838dg4j/zG7wFQ/eSfYDyfzrF7SCamNmVAZNsWhcClEDz1t53GGOI0D5W6cUovyugmeVDU7YdHvTijlwzCo4yovx0lGZ1ewmIrI1pxzPVmbXs8rmMNwyHftfGc5aBouF6xz1t5TP9jPefq56zlfY6N61g4tqVG3iIi62ShG7PQjfniTJ2Jgs+OcsBUMaAWuBvqd3MvzbjU7HKx2eNKu0fS/5vmPolzvGM1UMaY9wLvhXyY2Ox3fO+d+tQit4UF7KqEHBkpMV7UUDARkTvFtix2VUJ2VULaccqZpTZnltp0n6CvzUbUPXyU7uGj+QNjcGdn8GavDEOfiQ+8n+D8owAko2N0jt5D4/kvZOklL1uvU14XlmXhu3mgUimsTfV4kmbESUYvyQOjqB8c9ZK8R1J01f4oyYjTFdsrnm90kvxxuvzckw2blv+t5AGRY+P1wyJ3xfYgNFoZIOX7LdzBsf3nB8+5jo1rW8Pj3RXHe641fF5BlIjIstn+rKfQwHdsJos+k0WfqWJAeR2GkzWihIv9AGi+E91wQoibtRb/ggvA3hWP9/T3iWxJvmNzsFbg0EiJgqcqNhGR9VT0HO6dqHDPeJmLrR5nFttc2izVQlezLJLJKZLJqeGuU7/8XwjPnKJw/AEKJx6gcPxBkpGxPAxKU/a/5V/Q239w2Gcx2rNvzZpTb3WD4KQQ3J7XzzJDnC4HSHFiiPuBUrwiNIrT/nH955J05XHXbrd7CXFq8jDrquOfYv40ZAGOszo0cu3V4VG+Pz/Gud5z9rWBk2NbV3388uuufD3XtnD6+zQsT0Q2kijNuNDocqHRnyDCdZgs5cHQZNEnXOMhZd0kpRElNKKEei/hSqtHc417J65FGPRZ4C7Lsg6Sh0D/FHjtGryuyIZS6w8F26uhYCIiG45lWewqh+wqL1cLPbrUprMJq4VWcV26R47SPXKUhVe+Ot+X5m8GnVaTLCxQ/fNPMfrxj+RPFUtcft0PsfR13wBxjNNprx6OL3eMbVsEdt7g+k5Js0FIlAdESZaHRYN9q9eD5250bL6d9F8z6YdWUZzR6q7ev/L5Ww2kBvKgaXW4lD/uB1ErAyf7qqBpRbh0w/3ucnjlXf38isDK1ns+EbmOdpLy6FKHR5c6QN6EeiT08uHCjk3g2PiO1V8vLyuDbmMMnSSlHiU0eskw/Gn0EqK1+mX6OG45DDLGJJZlvRH4OPnU8r9hjPnyLZ+ZyAZgAbvK+axgExoKJiKyKayqFmr2OLnYYqYdrfdprZ1+b8W0WuPcT78dsqzfnPoBCiceJNq5G4DiQ19m/1t/bHVz6rvuoXvoiCbq2KIc28KxHdZzluQsM9cGRf0qqSQ1pP3Q6Hph0iCQGh674uOuPiZJDe1e0j9uOeRaeexaXEo5tnWD6qgbP756fd3n3Osdd9VQQMdWGCWySdSjhHqUPOFxnm3hOzaOZdGKU9JbnNDrVtzybGJPxZGnP9O8/YN/fMc/r/z/7d17nGR3Xef/1/ecU1Wn7n2/99xnMrlACASCBEMIl6AEgawXXEW8ERVxgQX5Cfhb1+WBuuKKLLIqElEwiouAt0UQFiLiokuAYAKTzP0+PZe+d91Pne/+caqru2d6MpNMd1d31/v5eFTq1Dmnqr7VUzOpevf3+/nI1Yq7hm35FDs60qS0FExEZMObrtQ4PFnk+EyppR+81pJ3bozcVx4kuX8fyce/Q2xiHIAjv/lBytddT+LwARLHj1G67npqA0Mbsji1yOVYawktS2ZDXTyLKVg0k6q+zOyp5QKqi48vv39h+d+1/nPjGJr1oZbUfLpMDamFgGmhdtTic7yL9sfcS4uYq3ueyMblGcMrrxtcs25iIptGPuGxsyPNaE5LwURENpN8IsYtA3lu7M1ybLrIoakixRVee7/eBH0DTNz7muZt78J5kvv3UdmxE4D8l79I96f/Ijo3l6e8ey+lPdcz/u9eg41pNqxsbMYYXEPLZ0otXro3X7Q8WGbfpcv45oOmqN7U/NK+i+9TqATLnnOtQZTrmObspYsLmi8JkhZ3ybsoWFp+3/LnqHi58StgxQAAIABJREFUbDZOsUj+S59j8ntf9cS/bLGWzs/8FdMvvJswlVq7AaIwSERLwURE2kjcddjdlWFXZ5ozhQqHJjfZErInEPT0MtvT27x97rU/zfQLXhzNHNq/D3//PjoP7efCD70WgN6P3U/swtloidnuvVS271RIJPIktWrpnrW2EUQtFDKvBQvFypfsv9yx5QqZByGVWshceSGEWnzuUy1zslwXvZgX1VhphkrN2UvROfFFM6YuPmfhvssHWAqfZLXlv/Q5Bj70AeJnTnH2p35++UDIWvrv/yBdf/spACZf/uo1HaPCIGlb813BtmspmIhI21lccHqmUuPQVJHj0+2zhAwA16WyfSeV7TuZuvseAEyt2vzA6pRLpL/1DfIPfgGA0Isx+7w7OP3WdwHgjV8g6OrW8jKRdciYRgFuF3zWtoj54uBoPmiqLrl9aRe9Zqg0v++ic0rVRge+i4Kppxw+wSUzly5efrfszKfFgdSSWU9La0EtPKZpnq8uee1l8ntfRfzMqWbQc0kgtCgImnjFvdEMojWmMEjaTkejK9iIuoKJiAiQS8S4pT/PjT1Zjk4XOTRZ2PhdyJ6ixTN/zr7+jZz96Z+PlpcdeIzk/n0E853JrGXHf/gpAEq7rqO8Zy+lXddRuu4G6h2drRi6iKwDrmNw4+6aBVDzRcaXBE0XB0uLA6RlZjNdHDDNL79b7nhQv7ZfGCwuNr64UPiSelBu1O1u8fFLi5TPd8u7qGOec1FHvIs68WlG1BoyJgqA4NJA6KIg6LIzh1aZwiBpCwYYzkZLwbqTmuIuIiKXirsOexpLyE7PljkwWWCyXGv1sFrLGILePmZ7+5h93h0L++t1zv74zzRDou6//DNMGHLh3tdw/nX3YSoVuv7uU5R276W8aw9hKt261yAim9b8Mjx/jWb5h9YuKhjeWFJ3UWgULBMg1S45/6LHaGxXGjWgFhcnX9xdbyW48yGSMx8WmcY+p9k5z3XMovMMbmNftD0fLDmLti+6uAbXRPe7+LjjRMccx+A6NK6jWVNLzmuc4xg2boB1mUBoPQRBoG5issn5rsO2jhTbO1IkPS0FExGRJ2eiVOXAZIHTs+UVaVO9WZlyCf/wQer5DqrDo/gHHmf7234OAGsM1eEtlHZfx8T3fT+VHbtaPFoRkY0nDO2i4uNLu+MFjRlS9Ys63AWNZXvz9aPmu+PNb9frC48ZLNquhws1p+phuGg7OqfeeOy1ihIcQyMYmg+TooBoIVgCxxiMmb82zfvM71t6PLq/aTy2WbTPMdFEgvl9sHButL0QTpnGf+Zvmeb2pVL7HiVx9HDzdmXbDorX39T8bBH9LC2NKxZdMZ/ZWBsFkhbwqhWGzh5j5OwRhseOkitM8Xv3/iIAn3njd6ubmLSv7mScnR0phrK+1uaKiMhT1pWMc1syTrFW59BkgaPTRWor9NvZzcT6SUo3PK15u7z7OvZ/7NP4Bx8neeBx/AP7yHzja0y95HsByHztq/T8+R9T3hXNHCrt3ktlyzZw9YsbEZHlOI4h7kSFs9eLsBEaXXwJwrAZXoWLgqTQLj0vDC11awlDlt1vFx0P7dLz52/PP+Z8UBLaKDwJG+fZxr7QRufUwhAshES3rZ2/b2ObpftgIfSaD2rs/H0X3QaeOBxLjeAOZ5o3g2QH5tgUsHRikGmkS83wCXDDgK3TZzjeOYx1PV71yGe591ufwWk84USqgyM9W5mbKVD3rr5avcIg2TRcYxjN+ezsSJP3W9hDVERENp1UzOVpfTmu78lwbLrEwckChU3emv5a1XN5Cs98DoVnPifasehTsnU9wnSW3Fe+SOfn/haAMB7n0P/4E4LefuKnTkAYUh0eBWf9fPEREZEFTmPZl755XcF8jaC//1Rz1xMtEfMmxkl/4//iH9xP8uDjJI4ewqnVOPz+D1PZtoPUrjLje7oo776O0u691Du7SAFvAjxjeOXbr25YCoNkw0vHXHZ0pNiaTxF39YFRRERWj+c47OxMs6MjxZlChYMTBS6U2qM1/TVb9IG38MxnU3jmsyEMiY2djmYPHTlI0N0LQPen/oKOL3yGejJFeeduyjv3UN61h5nvvkvdy0REZONYplh0s528tUzefQ/JgwfwDz7O9AtfQnn3XhJHDjL0gfdST6Up79zN5MtfTWn3Xmo9fQAUn/Esis941jUPTTWDZMMaSCfY0ZmiP5XYuEXFRERkw5sq1zg4WeDETEl1hVZI/NQJko99G//A4yQP7Sdx5CBBTx+Hfv9jAPR+7H5MUI1Cop17qA4OawaRiIisL4uDoHtezfkf+UnCVBpv/Dzb3vYGYhPjzVND32fsZ97M9F0vxZRLxMYvPKX/t3nG8MrrBlUzSDafhOuwNZ9ke0eKdExvXxERab0OP8atgx3c2Jvl8GSBI9NFqtfYfrjdVYdHqQ6PMv2il0U7ggBvcuFDc+LYYdIPP4RTi7q91VNppu+6m7OvfyMAsbNj1Hp6VYNIRETWnrUkjh6i74//gMzDX6fW2UXH5/8+6i72028kyHVQGxiinu/AP3KIqTtfzJlfeDt40fdb6yejZdKrTN+mZUPoScbZ3pFiWAWhRURknUp6Ljf25tjbneXYTJGDkwXmqqortCI8j6C3v3nz5C+/B4KAxIlj+If24x/cT3VgMDpYq7HjDa8D16W8fWe0zGzHboo33UxtYKhFL0BERDYjU6uSOHYU//ABrDFMv+R7wRi2vuPNuKUi1nWpDQwxu2sPc8+6LbpTLMaxX3//kplD5T3XM/nyV6/t2LVMTNYrzzFsySXZ0ZEil1BZMhER2VistZwtVDg4WeBcUXWF1oqpVsl95Uv4hw7gHz5A4vBB3HKJc6/9aca//9/jTk/R+8AfUd6+i/KO3VS2bccm/FYPW0RE1jlTqWATCQB6Pv5Rsl/9MokTxzD16Bc/5R27OPK+DwGQ/tq/kNz/bS780OuaM36WZS2dn/krpl94N2Eqdc1j1DIx2dDyCY8dHWlGcz6e1v+LiMgGZYxhIOMzkPGZrizUFVJn+tVl43Gm77qb6bvujnaEIfEzpwiT0Yfs2Nkz5P75H+n83N9F5zsO1aERzrzhLZRuvBmnWMBUq9Q7Olv1EkREpMXc6Sn8g4/jHzmEf/gA/qEDuLPT7P/TvwbHwSmXCLp6mLv1uZR3RL9cqPUPNu9fePZzKTz7uVd+ImPWfEbQPIVBsi64xjCc9dnRkaIrGW/1cERERFZUPhHjWQMd3NST5fBUkcNTRSr1sNXDag+Os6T2QnnP9ez/078idu4siSMH8Y8cxD9yiHquA4Ds//kyQx94L7WubirbdzVmEO1i7lnPwfrJVr0KERFZDUFA4tSJxv8PDnHhh15LmErT9befpOcTDwBQHRikvH035R27MEGAjcc59+M/c8lDecYQ9xzirkPccUi4JtpuXBKLtl3HUKgGzFYD5qp1Zhvba/nZQMvEpKXyCY9t+RRbckliagsvIiJtIrSWEzMlDk4WmK4ErR6OLBI/eZzM1/+VxJFD+IcPkjhxFBOG7P/op6jnO8h/8XMkv/MIle07KW/bSWXrDsJMptXDFhGRK3BmZ7CxGNZPkvq3b9L3x79P4thRnCBqRhDGYhz9zd+lsmM3sdMniU2MU96+kzC9/L/xvufQm4zTm0rQm4qTjl/7XJtaPWwEREEjIFoIiq6GlonJuuYaw0jOZ3tes4BERKQ9OcawNZ9iaz7FhWJUV+j0XKXVwxKgOrKFiZEtzdumWiV+8jj1fDRzKHbuLNl/+Qqdn/9M85zK8CiHP/jHYAyJwwew8UTUEljdzEREWsIpzJH52ldJHDuCf/QwiWOHiY1f4OTb/xOzt99JmExRz+aYfMW9UbC/fSeV4dFmfZ/a0Ai1oZElj5lwHXpScXpTUQCUXYHw52Ix16ErGb/ke3IpqHO2UGFsrsK5YoVgBdaca2aQrBnNAhIREbm8QjXg0FSRo9PFFfmQJ6vIWryJCySOHsY/cginWOD8j70egK2/9B9I7XuUMBajOrKV8tbtlG58OlMvfXlrxywistlYi3f+LP7xoyQagc/crd/FzAteROzsGLvu+/eEXozq6BbKW3dQ2bqdudtuv+q27THHNGf99Kbi66apUWgt46UqY3MVxgqVJbOGNDNI1g3NAhIREbk66bjH0/ty3NCT4dh0iUNTak2/bhlD0N1L0N1LYb5VcMPYz74J//AhEscOkzh+lPQj38QtzDbDoO1vuY8w4VPZup3Klu2N623Uc/lWvBIRkfXPWryJcRInjhLGYpRuvBmCgD0/di9uYa55Wq23j9Ke66Ptvn4OfeB+qkOjT9zN6yIxxzCU8RnO+vSlEzjGrPjLuVaOmQ+pEjwNKNQCxuYqnC1UmCzXrvpxFAbJqujyY2zLpxhRRzAREZEnxXMcdnam2dGR4myxwqHJImcLWkK2UVS27aSybefSnbXGh/MwpHjdjfjHDpP7py/iFgoATN79Csbe8Bao1+m//4NUR7ZSGY0u6momIm3DWpxSqdlivfejf0hq36Mkjh/FnZsFYO6WZ3PixpvB85j4vn9HkO9shutL6rcZQ3XL9qt62rhrGJwPgFLrMwB6IumYx85Oj52dacInsfJLYZCsmITrsCWXZFs+RTaht5aIiMi1MMYwkPYZSPvMVQMOTRY4NlPSErKNKNZYWuA4nP3ZN0Xb1uKNXyBx/AhBI/DxJifIf+nzuMVC865BLs+5n/hZpu+6G6dYxN+/j+rIFoLuHthgX1hERBZL7nuU5OPfIXHiOPGTx0icPE6tu4cj//1+AOKnTgAwc/udVLZuozK6jcrWhYDnwmte95SfO+46DGUSDGeT9KbiGy4Aupwn8zr0jV2uiQEGMgm25lMMrNNpdCIiIhtdJu5xc3+eG3qzHJ8ucWiywFxNS8g2NGMIenoJenqbu4KeXvb/2d9EIdGJo8RPHCNx/Ci1vgEA/EP72forvwhA3U9SHdlCdWSU8Ve/hsq2HZhqFWvMQvgkItJCplIhfuYk8VMniJ86QeLEcbzx8xx/z/vAGDo/+zfkH/wCQb6DyuhWZp5/J+VFMytPveO/rOh44o5hKJtkJOvTm4pj2vy7qwpIy1OSibtsy6XYkk/ie+qUISIispastZwtVDg0pSVk7cQpFvEPPk7i5HHiJ48TP3WcxMkTnHz7r1C+7npyD36Boff/BtWBIarDo1SHR6gOjTJz+51Ll0+IiKyUMMQbP0+iEfjET53g3Gtfj00m6f3oH9LzyT9vnlrr7aMyspWTv/SfsX4Sb/w8NhZf1ZpproHBjM9ILtk2kxeMMSogLSsr5hhGskm25JN0qxi0iIhIyxhjGMj4DGSiJWRHpoocmy5S1RKyTS1MpSg+/RaKT79l2eOVrdu58P0/QuLkMeKnTpB++CGcWo25W28jzGTo/NtP0vG/P0t1aKRxGaU6NExp915w9cs9EbkMa/EmJ4idOUX8zCnmnnUb9c4ucl/+IoO/+1s4lXLz1LqfZPJ7Xkl1dCszz39hVEdtZJTq0AjWTy552KC79+JnWhEG6E3FGc0lGcr6xFTDdlkKg+QJGaA/nWBLPslg2sd1Nn+SKiIispFk4h5P68txQ0+WE7MlDk8WmapcfTcR2Twq23dS2b6oeHUY4l04R9DVA0A930HQ1YN/+CDZr/4TJgyxrstjn4hm7Hd96uP4hw5QGxiiOhhdagPDUX0iEdncwhBvYpz42GmqA0MEPb34B/cz+LvvJX7mFE55IfA58c53M3fb7VRGRpm8+55oJuLQCNXhUYKu7mY9s8qOXVR27Fqzl9DpxxjNRcvAtHrlyhQGybLyCY+tuagbmP4iiYiIrH+uY9iWT7Etn2KiVOXwVJGTsyU0WaiNOQ5Bo94QwMwdL2LmjhdFN4KA+NkzeBfON2cFuYU5kgcfI/d//hEThkC0rOPghz8OQPf//BjuzAy1wSFq/YNU+/qp9Q1c8tt+EVmfnGKR2LkzhMk0tf4BvPELDH7wt4iNnSF2bgyn0flw7L5fYPLlr6aeTlPr7qV4081UB4epDo5EIXHj35XKjt2c27G7lS+JdMxlNJdkNJckG1e88WSoZpA0+a7DaC5aBpZPqPCgiIjIRlcJQo5NFzk8XaSogtNytYKA2PmzxMdOY6pV5m67HYCRX/v/SX/zIZzqQp2q4vU3cew3/jsAfR/5PazjUusboNY/EF33DWDjKi8gshacYpHY+bNY16U6sgVqNYbf9+vEzo0RO3sGb2YagAv3vobzr7sPp1hk6zvfTHVgiNrAINX+QWoDg5S376Le6HK4HsVdh5Gsz5Zcki6VL7mEagbJVfGMYTDrM5rz6U8l2r6iuoiIyGaS8Bz2dGfY3ZVmrFDhSKPgtCYLyRPyPGqDw9QGh5fsPvnOd4O1uFOTxM6NET97hjDhN4+nHnmYxLGjOMHCMsXpO+7i9Ft/GYCh//Ye6vk8td5+aj190WVwaFWLx4psGvU63tQE3oUL4BjKu/cCMPTbv0bi+FFi58/izs0CMH3Hizj91ndBLEb8zEmCbJ7yd91BdWCQWv8A5cZsnjCV4sjvfKhlL+nJcBqFoLfkkvS3SSHo1aYwqA05JqoDNJpNMphRHSAREZHNzhjDYMZnMONTrNU5Oh0VnC4FYauHJhuNMdQ7u6h3dlG+7oYlh47+9h9EdUcmx4mdHSN2boygszu6W7WKf/ggsQtnl9QeWTxDYeQ97yLo6iHo7qHW3UPQ1U15115q/QOIbGpBEBVoHj+PN34eQsvsd78QgKH3/RqpR76FNzneXL5ZvOFpHPv19wNgKmVq3T0U995Ira+fWm8/1S3bmg995H0bI+y5nPlC0MMZn5irQtArSWFQG+lNxRnJJhnO+sT1F0lERKQtpWIuN/Rkub4705wtNKb29LJSHIegu5egu5fSDU9r7rbxOIc/+BGwFqcwR+z8OWIXzlHr7Y/uVipi6nWSj30bb2K8Obto7PVvZPKee4kfP8rWX34rQVd3FBQ1wqKZ572A6pZtmHIJb3qaoKMTm0i05KWLLMednIjqc02M402O401MYGpVzv3kzwEw9N53k/vnBzGLyrdU+webYVCtu5fCzc9shKS9BL19VPsHm+eeesd/WdsXtAZyca9ZBygVU/3a1aIwaJPr8GOMZn1GckmSKgQtIiIiDcvNFjo6XaSs2UKymowhzGSpZLJLOp8F3T3N2kNYizs7gzdxgaBRt8TG48ze9jxi4xeIjV8geeAxvOkpytt2Ut2yjdR3HmXLr/5/ANTTaYJ8J0FnF+d+6g2Ud+4hfuoEqUe/RT2XJ8jlqec7qOfy1DNZUNtpuVqNMNObmqQ6OAyuS/Lb3yL9b9/Em5rEnZ7Cm57CnZnm8Af+CByH3j/7CJ3/8L8WHsJxqPX1c+4nfhaMofCs26iObiHobASdPX3UehZarp//sde34pWuuaTnMprzGc2pfu1auaYwyBjzA8B/Bq4HnmOtfWglBiXXJp/wGM76DGdVUV1ERESubPFsoTOFCkc1W0hayZgoqFlUS6g2MMTYz7916XlB0NysbNnG6V/4RbzJCbypSbzJCdypCawbfRZOfucRBv/Hb1/yVId/5w+pbN9J9isP0vmZv6Kea4RE2Sz1TJapu+8hTKXxLpzHnZuhnslRz2SwCb/ZPls2oPlZOMbgzkwTP3EUb2YGd3bhMv6qH6Te0Unuwc/T84kHcGdncedmMPWoGP+Bj3yCoKub9CMP0/MXH6OezVHPdxDkO6ls3YGpVbEJn6mXvYLZ5z6foLOboKs7el8vCiCn73ppK34C60LcMQxnoxlA3cmY6teusWtNCh4F7gX+YAXGItdAAZCIiIhcK2MMQxmfocZsoeMzJY5NFymoE5msR97CZ96gp5fpF3/PZU+dvvMlFG55Nu7MNN7MFO70NO7MNLW+aJkaje+giRPHcGencWdnMGHI9F13A9D52b+h5xMPNB8v9GKEmQwHP/QANuHT8bm/I/3wQ4SpNPVUmjCVIkylmfi+7wdjiB8/ilssECZThL5PmEgQ+kmsn1z5n8tmZi2mXMYplwiT0c/PmZ0h+fh3cEol3FIRUy7hlkrMPP9OqsOjJB/7Nr0PfASnMIdbmIuuiwWOved9lK6/icxD/8rQ+39jydOEsRjTd7yIekdnNJNtyzbq2Tz1bI4gn6ee76SeTAEwfu8Pc+EHfhTc5VdhlHfuWfUfy0biGhjIRDOABlQIuqWuKTWw1u4DlOC1iAIgERERWS2pmMve7gx7uzNcKFY4Ol3i1GyZulUvMtmAYjGCnl6Cnl6Wm/M2e/udzN5+58IOa3FKJUI/6pY2fedLKO/YjTs3gzM3F80eKRSw8ag+kTs9ReL4MZxSAadQwC1H95145Q8A0POJB8h/+X8vec4g38mBj34SgMH3/1dSj34Lm0g0wqIk1cEhxt74NgC6Pv0XxM6OYWMxbDyOjcWo9fQ1A7DM176KUyhgXRdcF+u61PMdlPbeCIB/4HFMPcA2juE4hMl0szh3/ORxCOuAiWY8GUOYShN0dS85bsIQwhATWoJcjqBvAMKQ5L5Ho5o3YR0TBJggoDowSHXLdky1Sv7Bf8DUAkxQax4v3PR0SjfejDs9Rd+ffAhTreBUq5hKBadaYeKee5m9/QVRvaj/9LZmCDRfW+f0m36J6bteSuLkcba8+52X/JlWtmylOjwKgKlWqHd0Uh0epZ7OEKYzzSWIhZufybFffS/1XC6a3ZPNLZn5NXfrc5m79bmXfWvZuFqbX4lhoRD0UNYnpqWZ64IShA1GAZCIiIistZ5Ugp5Ugmf0h5ycKXN0ushEuXblO4psVMYQplLNm9WRLVRHtlz29PEf/FHGf/BHF3bU6ziVRV3TfuBHmH7hS3BKRZxyGadcxi76QlzesTsKoMplnEoUerjFQvN4at+jUeBSreLUqph6ndLuvc0wqPdP78c/enjJmApPv4Xj7/5vAAz/1ruJj51ecnz2tts5+c53A7D1nW/Gm55acnz6zhdz+i1RyLL9LffhVKtLjk++7BWM/dxbwFq2vfPNl/xM5jvFmWqVwQ9eukSPH/5xSjfejKnXST/8dcJEIgq64gnCeCJqgQyEmSyzz3keYTwRzaxKJgmTSUp7otbqla07OPKbHyRM+o3jKUI/2Zw5Vtp7I8f+6wcuff6GoFGQXFZedzLOSNZnJOuTUP3adcfYK/x2xxjzBWC5fo7vstb+deOcB4G3PVHNIGPMfcB9AD1Dw8/6gy9+7amOue10+TGGstGU7YwCIBEREVkHZqsBx6aLHJ8uUa6r6LTImqrXMWEdG4tmpXgXzmOqFUy9HtW0CevYeKIZYCX3PYpTKmHCOgQBxoYEnd3NmUOZf/1nTK0WLcOyFrDU+gaax7P//I+ABeNEIZYx1PoHqWzbAdaS+rdvRjNpHAfreVgvRtDZFYUsYYg3OY71Ys1j1vMuu6xKNrb5BkbDWXUCaxVjzNettbde8bwrhUFX+WQPcoUwaLFdN91sf/OTn73m592sHAO9qQRDGZ/BTAJfKaqIiIisU9ZazhYqHJ8pcWauTF2ryERE2kou7jGS8xnJJjV5YR242jBIf1LrhOcYBtJRANSfSWgdpYiIiGwIxhgGMj4DGZ9aGHJ6tszxmRLni9Ur31lERDakTNxlOJtkJOurFfwGda2t5V8NfADoBf6XMeZha+3dKzKyNpD0HAYaHTt6U3FVUhcREZENLeY4bM2n2JpPUarVOTFb4vh0iZlqcOU7i4jIupaNz9evVQC0GVxrN7FPA59eobFsegboSsYYSPsMZBL6CyQiIiKbVjLmsqcrw56uDNPlGsdnSpyYLVEOVF9IRGSjyC0KgHL6/rqpaJnYKos7hv50goGMT386QdzV8i8RERFpL3k/xtP8GDf1ZjlfrHJytsTpuTJVFRgSEVl3FAC1B4VBqyAX9xjIJBhM+3QlYxgt/xIRERHBGENfOkFfOsEzrOVcscLJmTJn5srUQgVDIiKt0unHGMr4DGV9sioC3Rb0p7wCEq5DbypOf+PDTVLdv0RERESekGNMtHQ+7VMPLWeLFU7NlDgzVyFYgW63IiJyeQboTcUZbNSwTaoNfNtRGPQUOAa6/IXwpyPhafaPiIiIyFPkOib6jXQmCobGCmVOzpYZm6tQVzAkIrIiXBOVMBnK+gyohEnbUxh0lTJxl/5UFP70puJ4av0uIiIisuJcxzCcTTKcTRKEIWcLFU7PlhkrVLSUTETkSUq4DgONAKgvlcB1NIlBIgqDLiMVc+lNxulNxelNJTRtTkRERGSNeY7TDIZCazlfrHJ6tszpuTKVurqSiYgsJ5/wGEj7DGYSdPqqYSvLUxjUkPQcelMJelJRAJSO6UcjIiIisl44jeUN/ekEz7A5Jko1Ts9FwVChVm/18EREWsY10JtKMJBJMJD2SWkig1yFtk085os+96aiZV8ZVUwXERER2RCMMXSn4nSn4jytL8d0eSEYmq4ErR6eiMiqS3pOVIQ/k9DyL3lK2iYBycRdupNxepJxupMKf0REREQ2i7wfI+/HuL4nSymoMzZXYaxQ5nyhqs5kIrIpOAa6k1ETo/5Ugrwfa/WQZIPblImIATr82KLwJ0ZC7d5FRERENr2k57K9I8X2jlSzztBYIepMpuVkIrKRzDcx6k8n6Ekl8DT7R1bQpgiD4q5Dlx+jKxkFQJ1+XH9RRERERNrc4jpDN/fBbDVgbC7qTHahWEVzhkRkPYk5ht5G+NOfjpNSHVtZRRvu3eUYyCdidPkxOpNxuvyYlnyJiIiIyBVl4x7Zrgy7uzIEYcj5YpVzxQrnClVmq6o1JCJryzHQ5UcNjPpSCTqTMRx1/pI1su5TlFTMjWb9+HG6kjHyiZiKY4mIiIjINfEch8GMz2DGB6BUqzeCoQrnilW1rheRFWeATj/WbGTUnYzru620zLoKg9Ixl45EjA5/4ZJwnVYPS0Q2ml/ZAAAK3UlEQVREREQ2uWTMZWs+xdZ8CmstM5WAc8UKZwtVxksV6lpTJiJPQT7hNTtY96TixBx9v5X1oWVhUDrm0unHloQ/cQU/IiIiItJixphmh7LdXVAPLZPlGhdKUa2h8VKNurqUichF5hsZzXew7knF9R1X1q2WhEF5P8bdO/pa8dQiIiIiIk+K6xh6Gr/VpxtCa5kq1zhfrHKhVGW8VCUIFQ6JtBvPmGYTo56UGhnJxtKSMEh/PURERERko3KMoSsZpysZ5zrAWstUJeBCsdIIh2pUVXNIZNNJuE4U/CTjdKfidCQ8jAo+ywa1rmoGiYiIiIhsNMYYOv0YnX6M3Y19c9WAiVKV8XKNiVKVmUqgVvYiG4hroiVfXX6czmR0nYq5rR6WyIpRGCQiIiIissIycY9M3GNLProdhCGT5RoTpRoT5SoTpZo6lomsI9m4R6cfo6sR/OQSntq8y6amMEhEREREZJV5jtPoKJRo7itUAybKNabKNaYq0XVNtYdEVl0m5i50sE5Es/piKvQsbUZhkIiIiIhIC6TjHum4x2guCUS1hwq1ejMcmiwrIBK5FgbIJTzyiYXgp8P38NTeXURhkIiIiIjIemCMaS4vGyHZ3F+oBs1waKYSMFMJKAb1Fo5UZP2Juw65uLco/PHIxWO46u4lsiyFQSIiIiIi69j8DKLh7EJAVKuHzFSjYGi60giJqjWqdc0iks3NM4ZsohH6xGPkGtu+p+LOIk+GwiARERERkQ0m1mhx3Z2ML9lfCuqN2UM1ZqsBc9U6s9VAxaplw0m4Dpm4SybukW1ccgmPlOeqnbvIClAYJCIiIiKySSQ9l6Tn0p9OLNlfq4eNcChgtlpvXAfM1QJUkkhaxTGQiUVBT7RE0m1ux1XQWWRVKQwSEREREdnkYq5DVzJO10Uziay1FIM6hWqdQq1OoRZQrEXbxVpdM4rkmvmuQyrmRssdY260HXNJxzySnqNZPiItojBIRERERKRNGWNIxzzSseW/FgRh2AiJ6hSrjbAoqFOq1SkFocKiNmcA33NJeg7JmEvKWwh7Uo3ARwWcRdYnhUEiIiIiIrIsz3HIJxzyidiyx0Nrm8FQKagvXGrR7XIQzS7SUrSNJ+YYEq5DYj7s8VySsaXbvquZPSIblcIgERERERF5ShxjGt3Onvi8aj2aRVQJQir1OuVg8e1oXyUIqdZDqkqOVoVjovbrccch4TlR0NMIe3x3YZ/vuSRcRzN6RDY5hUEiIiIiIrKq4q5D3HXIXiE0gqiOURDaZjBUq4dUw5BaPdpXC8PGdXRedAmpz2837r+ZGMBzDJ7jEHMMrmMWXTt4jdtx1yHWCHzirom2G7cV7ojIYgqDRERERERk3TDGEGsEGemn+BjWWup2ISyqh9Ht0EZL26Lt6Pbi7bBxngVs9EDY5mPS2B9t2Ma++VVSxoDBYJrb0WuZj2CMMTgmmk3lNraj6yjUWXLbGBwnWqbnNY6LiKwkhUEiIiIiIrKpGGPwjMFTd3IRkWVd0z+Pxpj3GmMeM8b8mzHm08aYjpUamIiIiIiIiIiIrLxrzco/D9xkrX06sB94x7UPSUREREREREREVss1hUHW2n+w1gaNm/8CjFz7kEREREREREREZLWs5CranwT+/nIHjTH3GWMeMsY8dP78+RV8WhERERERERERuVpXLCBtjPkCMLDMoXdZa/+6cc67gAB44HKPY639EPAhgFtvvXVz9XoUEREREREREdkgrhgGWWtf/ETHjTE/DtwDvMhaq5BHRERERERERGQdu6bW8saYlwFvB15grS2uzJBERERERERERGS1XGvNoN8FssDnjTEPG2N+fwXGJCIiIiIiIiIiq+SaZgZZa3et1EBERERERERERGT1rWQ3MRERERERERERWecUBomIiIiIiIiItBGFQSIiIiIiIiIibURhkIiIiIiIiIhIG1EYJCIiIiIiIiLSRhQGiYiIiIiIiIi0EYVBIiIiIiIiIiJtRGGQiIiIiIiIiEgbURgkIiIiIiIiItJGFAaJiIiIiIiIiLQRhUEiIiIiIiIiIm1EYZCIiIiIiIiISBtRGCQiIiIiIiIi0kYUBomIiIiIiIiItBGFQSIiIiIiIiIibURhkIiIiIiIiIhIG1EYJCIiIiIiIiLSRhQGiYiIiIiIiIi0EYVBIiIiIiIiIiJtRGGQiIiIiIiIiEgbURgkIiIiIiIiItJGFAaJiIiIiIiIiLQRY61d+yc1ZhZ4fM2fWGRt9QAXWj0IkVWm97m0A73PpR3ofS7tQO9zaQfXWWuzVzrJW4uRLONxa+2tLXpukTVhjHlI73PZ7PQ+l3ag97m0A73PpR3ofS7twBjz0NWcp2ViIiIiIiIiIiJtRGGQiIiIiIiIiEgbaVUY9KEWPa/IWtL7XNqB3ufSDvQ+l3ag97m0A73PpR1c1fu8JQWkRURERERERESkNbRMTERERERERESkjSgMEhERERERERFpI2saBhljXmaMedwYc9AY80tr+dwia8UY80fGmHPGmEdbPRaR1WKMGTXGfMkY8x1jzLeNMW9q9ZhEVpoxxjfG/F9jzLca7/NfbfWYRFaDMcY1xnzTGPN3rR6LyGoxxhw1xjxijHn4altvi2w0xpgOY8xfGmMeM8bsM8Z812XPXauaQcYYF9gPvAQ4CXwN+GFr7XfWZAAia8QYcwcwB3zUWntTq8cjshqMMYPAoLX2G8aYLPB14FX6N102E2OMAdLW2jljTAz4CvAma+2/tHhoIivKGPMfgVuBnLX2nlaPR2Q1GGOOArdaay+0eiwiq8UY8yfAP1lrP2yMiQMpa+3Ucueu5cyg5wAHrbWHrbVV4OPAK9fw+UXWhLX2y8BEq8chspqstWestd9obM8C+4Dh1o5KZGXZyFzjZqxxUecN2VSMMSPAy4EPt3osIiLy1Blj8sAdwP0A1trq5YIgWNswaBg4sej2SfTFQURkwzPGbANuAf61tSMRWXmN5TMPA+eAz1tr9T6XzeZ3gLcDYasHIrLKLPAPxpivG2Pua/VgRFbBduA88JHG0t8PG2PSlztZBaRFROQpM8ZkgE8Cb7bWzrR6PCIrzVpbt9Y+AxgBnmOM0fJf2TSMMfcA56y1X2/1WETWwPOttc8Evgf4+UZpB5HNxAOeCfyetfYWoABctlbzWoZBp4DRRbdHGvtERGQDatRQ+STwgLX2U60ej8hqakyz/hLwslaPRWQF3Q58X6OWyseBu4wxf9raIYmsDmvtqcb1OeDTRGVMRDaTk8DJRbOY/5IoHFrWWoZBXwN2G2O2NwoZvQb4mzV8fhERWSGNwrr3A/ustb/d6vGIrAZjTK8xpqOxnSRqgvFYa0clsnKste+w1o5Ya7cRfTb/orX2R1s8LJEVZ4xJNxpe0Fg281JAnX9lU7HWjgEnjDHXNXa9CLhscxdvTUYFWGsDY8wbgc8BLvBH1tpvr9Xzi6wVY8yfA3cCPcaYk8CvWGvvb+2oRFbc7cBrgUca9VQA3mmt/UwLxySy0gaBP2l0RHWA/2mtVettEZGNpx/4dPS7LDzgz6y1n23tkERWxS8ADzQm4BwGfuJyJ65Za3kREREREREREWk9FZAWEREREREREWkjCoNERERERERERNqIwiARERERERERkTaiMEhEREREREREpI0oDBIRERERERERaSMKg0RERERERERE2ojCIBERERERERGRNvL/ANfNa4SMjukuAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Acquisition functions"
      ],
      "metadata": {
        "id": "Xok0cS_-5aFj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Expected improvement.\n",
        "def expected_improvement(model, x, previous_best):\n",
        "    \"\"\"Computes the Expected Improvement over previous_best at the given location.\n",
        "    \n",
        "    Expected Improvement is defined as E_{y ~ model(x)}[max(0, y - previous_best)].\n",
        "\n",
        "    Args:\n",
        "        TODO\n",
        "    Returns:\n",
        "        TODO\n",
        "    \"\"\"\n",
        "    mu, sig = model.predict(x)    \n",
        "    improvement = mu - previous_best\n",
        "    scaled_improvement = improvement / sig\n",
        "    y = distributions.Normal(torch.tensor(0.0), torch.tensor(1.0))\n",
        "    return improvement * y.cdf(scaled_improvement) + sig * y.log_prob(scaled_improvement).exp()\n"
      ],
      "metadata": {
        "id": "1bYqBnRw5e8h"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n_731OocH4ZU"
      },
      "source": [
        "### Bayeisan Optimization via Thompson Sampling "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "7-30ioCRHzq0",
        "outputId": "0d80b2be-fcbd-44c1-bdce-cebc6212ad47"
      },
      "source": [
        "train_x, train_y = [], []\n",
        "gp = GaussianProcess(Const(), SquaredExponential(), noise_std**2)\n",
        "for i in range(8):\n",
        "    # Get Thompson sample and maximize.\n",
        "    mu, sigma, = gp.predict(grid_x)\n",
        "    sample = gp.sample(grid_x, n_samples=1)\n",
        "    max_idx = torch.argmax(sample)\n",
        "    max_x = grid_x[max_idx.item():max_idx.item()+1]\n",
        "    max_y = f(max_x).view(1, -1)\n",
        "\n",
        "    # Fit GP for next round.\n",
        "    train_x.append(max_x)\n",
        "    train_y.append(max_y)\n",
        "    gp.fit(max_x, max_y)\n",
        "\n",
        "    # Plot round.\n",
        "    sausage_plot(\n",
        "        X=grid_x, \n",
        "        Y=sample, \n",
        "        mu_sig=(mu.squeeze(), torch.sqrt(torch.diag(sigma))), \n",
        "        fn=f, \n",
        "        obs=(train_x, train_y),\n",
        "    )"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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lS5g/91qylpkGRZaBrWvouoauaRha2uC68fcfo3TPPRj53FnPN1GKKEmXOFFEKlmx78dp0BP01360tB3EiQwTFUIIse54ccLhRpfDjS62rqVDyQouo1lnTV68EUKsXasSBimlvq5p2vbVeC6xfvSimPH+VJtzPen/cyU6UyC0Igja8maMbgfd66H5PuGmLQC4jz+GPX4cLQzQAh89CFCaxsIrfg6A8hc/Q+bgfrTARwsC9CAgLhQZ/3f/DwAb3v9nZB59GC2K0eII4ohww2aO/Zc/BuCa//hOMo89knZcVgkoRW/vDRz7gz8FYMdv/Sru0UMr/j3tpz+Tsd//QwB2/sYvYc1Mo3Q9neNd02nd8RwmfvtdAGx/x6+h97oo00KZBsq0aN/+bOZe+wYANv/h74OmkVg2ynFJbJvuTbfQfvbzIEmofPEzJLZN4rio/jrcuIlwdCMkCUa7RZzJgnUOfQI0LQ2A4NRA6KQg6EyVQ6fjxwnZL3yWzAfey/yRIzx+pscue41/nW7Qevmr0bWloAiNpeAnUfI7L4QQQlyAIFEca/Y41uxhahob8w6bixk25BypGBJCPKlL1jNI07S3AG8BuOaaay7Vy4o1phvGnGj1GG97zPXCy3064snEMUaridFpo3faGJ02nZtuBcsi++OHyD30AHqnzZs6be6ZHSZofoL/9Lp7iQ2Nd/5gN7d//dPowScGT6d0nf333geaRuUL/0T5y19Y+XK53CAMyhw8QO7BH6Bsh8R2ULZFYtuD+0bFMuHoRpRhoEwTZZhEwyOD21t3PAdvx660VEXTUZpGNDw6uL3+kpdhNOrp7QAKwg0bB7c37noxRqsBiUJTCSQKf/vOwe3erj3onQ5aFKLFEVoYpeehFEqBNTmO5gfogY/eD7QwdNrPfh5a4LPhf7znlB/37Gtez8wb3oTRanLtL74agMS0SDIZkkyGude8nvqLX4axMM+Gv3wvcS5PkssT5wvEuRzdm59OsOUapt/wq+itVhoIxTFTb/mt8w6CFp1r1dH83fek3TCfJPI5uc/RGSlF5fOfonHXS0iy0ohcCCGEWC5SirGWx1jLw9I1NuZdthRdRrISDAkhTk9TanWuzfYrgz77VHoG3X777er+++9fldcVa18niDjR8jjR9ljwJAC6bPrBTpLLoSwba/w4uR89gNlsYrQaaejTajLxa28nGh6l8tl72fCXf37K0xz8q/9JNDxC7eN/x/DH/rofSOSIs3meiB/nD39Ox7c1/pjfI7d/H4mbGYQZiZuh+by7QNcxZ6bQPa8f9tioxcWyT3PyZ5YkCj+M8cIEP4rxwwQ/jAmihDBKCGNFGCXpfry0XrwtiBLiOBlUrCwuUaxIBkOWkhW3KZX2rFFwyvaT0TTQVUI56OIkIU4c4iYhThJSz5SYKw2TjQN+6tD3yEY+mcgnE6frB3ffzoEdT2OkPcOvfubPyQQ9XL+LFaW/V/e98s0cfOZPsnn8CV75//3u0s8IjVjTOf7MO5n87XdRmj7B6H2fJSkWiYsl4kKJuFikt3svSb6Q/kOepPJnRah0AVVHlc/9Ixs+8N6zP27Z80++5W0s9PscCSGEEOLsbENnU95lS8FlOGuv3WH7QohVo2naA0qp25/sfjKbmLgoumHM8VaP402Pui8B0EUTxxjNBtb8LObCPEZ9ge7NtxKObsR97FFGPvJBjEYds76A0WqgJQlH/+BP6d50C5mDB9j4/rQ6Jc5kiQtF4kIR3UtnnurtuZ6Zn39jejxfTAOfXJ64VAZg7t/8PHOveT2s6BF0eHBq/7Dhx7z0WWfuFRQNj5IohR/E9IKYrhfTa/r0/A69/rFeENP1Y3pBhBf0A59wae2HMWF8boG2oWtYpo5laNimjmXomIaGqevoenrM0LXTLOn90mFPgAYaWhruaOmQOW3ZMQ0GVUdpYASKMwRJKi2iySvFxn7gtH/L3cvCqGUBVZhw2Kryrlf+7iDcIgiwex26kUXv/hOU/IhHb389+bBHPuiRD7sUgy6fzt7KE5/YxzOmD/CuH/wzxbC74mfznpe/nWPbr+eZh37IPV/+W7r5El6hRFCsEJbLHL375xh/1a+wsxex8XOfZkO3y9Rbf5uRv/3L8646upA+R0IIIYQ4uyBOONLocqTRxTF0NhdcthQy1GRWMiHWPQmDxKrxopgTLY/jrZ4MAVsNYYhz4hjm/Fx/mcWan6P53BfSvflW3IP72f7vfxMtWTnb2ol/9ztp3xlNQ/M9wg0b6e29nrhcISpXCEbToVCtO57DwQ9/gqhQPG1fGm/v9Xh7rz/z+RkGsDRr2HcmPsVtQ6/hWUNv4KtH/4FvHHyAE+OfZEf+eXT9iI4f0/EiOn40WPf8+KyDiDQNMrYxWBzLoJyzcSwdxzIGa3dx31zcN9Kgx1wMfvTB+mpurhgnaqnqKbyDwsc/Subr38MzHXqmw88UO0w9Zyt+uJkPvvgFBH6I3mpiNpuY7SbHipuod0L2xTnyW2+j2G1QabUpzz5OzW/zbvtpjOcXePVEwpuTCPcrX6TylS/StjKMF0f44OhzUd8Z49qpJ9i0ME48NIQaGkYfHcUarpDPutjmSVPYX6Q+R0IIIYRYyY8TDtW7HKp3yZoGW4ou1xQzFJ1z6E8ohLhqrMowMU3TPga8EBgCpoD/Vyn1wTPdX4aJXT2COGG87XG82WOmK02gz0kck/vRA1iz05gzM1iz01iz0zTvvIv6i1+GOTPNnl/9tyseEhWKzPzim6m/+Gcx6gtUP3MvUbVGVK0RVmtp4FOpoukKM+5hRD2M2MPsr42ohxn10GMPPQn7SzTY1pZt60mIikNagc58bFMPbRYim4XQoR47zEcuC5HDdKixEGVoqwIxxmn/qbYWUzL8wVI0AkpmQMGIyJsReSMiZybkTJWuLUXOUjimBrqJ0g2UZpAYNolukeg2sW6hdJvYsAbHBmujfx/DITGcdK3b6ydIOE2Icj6hSpIovHBlhVYviNEmp8iNHaL8lS9iqAQ7ibAyLu+985eoRzqv/8EnueeJb6x4rlAzePXL/wDDtnnp+A/Z2Z6iWxnCrw0TDY+iRkYZeei7bP3mfWjPew7+G3+FrX/zFxIECSGEEBdZ2THZWsywtZjBNU//WU4IceV4qsPEVq1n0LmQMOjKFiWKiXZaATTVkWngzyb/3W9iT45jTU/2lyk6z7iD6V/6PyGKuO41L0VLEpSuE1WqhEPDtO76Kbw778DpzJL7wffQ8wZGFsxMgqV6mGELK2hhhW2ssIkVtLHCFmbUwYg8zLj3pOcVKZ05ikyrClOqwrQqM02ZKVVhRpWZpMqMKjOriqcNeGxCanqbitagSJ0ho8uoGVEzOpS1DhW9S0XrYMfjuMkEVcMmbxWBfjNmFJpSaCpGU0kaQqkILYnRVITeP77aYsMh1hcDon5YpC9uu8Smm64Nt3+f5ceW9iMj0z+e6e9nl+5nZogMF6Vblye8uAh9fc72GouWP2cSRUQzs8ST06ipabTZGWg0+Pad99DqRdz1uQ9z28PfwIqjweMXnDyv+5nfB+Dn99/HaHeBBTdPK1+hfc0OgtFN6CPDlLIWxaw1WBczFqahn3yGQgghhDhHGjCcdbimmE5Xb+ry91WIK5GEQWJVJUox3fEZa/YYb/vEl+H/m7Uo9+APcI4dwZqewpqawJqewt+2g/F3/A4Au3/ltVhzsySZDPFQBcpZ2LsB8+kbsP15zMPHsc0uGauJGy5g+wsYSXDG11NohFae0C4QWgUiq5DuWwUiK0dkZvC0LDOqwFRcYCbMMhO6zIYOc77FnG+w4EHdO/0cT3nXpJjpf8nuf9EuZi0KGZNCxqLgmuQzFq6l8/2pT/P5I+9Lp4/fdvreQEu9hP6Ru7f/Bs/a8Mqn/sMdhEQxmoqXKpbiYFn1UnD6Y3GAsbiOffSkvx7s+yv2jbjXX3sYUX89WHz05NyHPSaa0Q+HskT94CgyM8T9JQ2U+seWb5sZIjM3OB7191fengXtNB/QnizwWY1AaJWqjkgSjGYda2YGY3oKv93lyG3Pp9ULeNa73kzVa5GJl34XDle28La73k6cKN7y43/CjiMmc1WmshUapRF6oxuxq2XKOYtSzqacsyjnbCo5m1JWAiMhhBDiXBiaxqZCOoxsRBpPC3FFWdNh0C3PuE398P77r+reHVcDpRTzvZCxVo/jLY8gXv1KjbXOPnYY98hhrMlx7IkT2JPjJJkMY7/3blCKHf/3W3EPHkQ5NqqaQy/amJscireYuL1p9KkZsnod3VKnfD8OrAKBU8V3ygRuFd+u4LtVAqdC4JTxnQqBXSbqhz2hXSAwMrS9hIVOwEI7oN5fL3QC6p2QRjeg1YtO+Xc4pk45Z1Pqf0EeVFdkLAr9KotCxjqn30k/7vLQzH3cMfqKs35AUErx/alPc+vwi3CMK3NKcC2J0GMfsz/UbhAgRR5G3MOM+sFR1B1UZy0flrc0XK+7dCxeus2Me+ccOEWGS2Rm+2FTlsjKoi20sY4ep7dhG+3rbl0WImXTgMnKERkZCvd9mdw3vsn0q36B+Z96BZGV3q70J2kjd7Grjk5TcVR/4Yto3pnOQNd6+jPp+hE7/st/oHD4MZxOe3C/h3fcwp+88C3UOwFv+v7HadpZxnNDTOSHGM/VCEsVynmHcs6ikrOp5NOl2l/nHFM+6AohhBCn4Zo61xQzbCtlKdjSclaItW5Nh0G7b7pF/fG9X2QoYzOacxjJOZSkcdma0fRDxpo9xloe3TC+3KdzUWm9Hs74GPaJ49jj6WI06oz9pz8Cpdj6336H/Pe+C4AqZtBLFnZNY+gOn1znBHEjQrcSDDsNexLNwHeH6GVG8PrL8m0vM4zn1giccjqM6CRRnFDvhMy3febbJwc+IfVOQHzSuDzH0qnkbMr9aohSzqactZbCn6yNa8v477VOS8I0SIq6y0Kjbj84StfLjxvR0rHBvt/GaUxDxhocfyrDBhclhk1s5UmsHLGVJ7ZyxHZ/28zBo4+hPfo4wXW30nv+S4jsAp6Ro61n8Ywc5XvvpfCFf2b2pa9m6k1vO7dA6DwqjvRuJx1+OTVJksvTvekWiGN2/vobsacnVzRX/95tP83/fPZrabV63P29T3E0M8SJwgjH88M07By2ZaRBUd4ZBESVXBoW1QoOhYyERUIIIUTVtdhWyrKl4GJJ1a0Qa9KaD4P+6JNfXHHMNXVGs84gHLLlzeWSWpwKfqzZo+GfWllyRYsi7Mlx7BNjg8Bn6s1vQ9k2Ix98H7VPfxIApYFWdDFLGiMvSsh740TzMUqBnY/RTYVvl+nmN9PNbaaTS9e97CZ62X7Y49RAP3PwEsVLVT3z7YD5VlrVM9/2WWgFNLrhiuFbmgaljEV52ZfTSs5O9/tfXDMS9IiT2IZO1jTIWgZZUyOnfJy4i5P0sKMOVtzDirqYYQct7IDfhqADQWtp22/199NjSX0a5TUxrKf2NyPWbKJMhdDKE5j5wXDG0C4Q2KX+djFdWwXyX7qP/L98jbm7Xsb4G3+bxHQvrOIoirBmptKKvolx/G076N50C+b0JLt+7Y3o0VIllu/m+PJPv46v7XoW3lydbYce5gmnynhuCN+0ATANjWreppp3qBUcaoU0KKoW0n35PRRCCLGeLA4j21bMMCzDyIRYU664MOhkFddKg6GsQzVjocsbzKq72qaC17wezvEx7ONH6TzjDuJiidKXv8DGv/hTtGhZwJW1yb9uG0VjHPPYCeJmgl2IsPMRiZOhXdhOp7CVTm4L3X7g081topvbRGTlz3oOSilavYi5ls9c22euFTDfWlqfHPboGmlfk2XDVarLKhPKOVuGU4pT2IZO3uqHPZaxFPz0l4vR8DFud2h86lNUXvdv0YIOBO1BUITfSLe9Jspr0Lv/27g7NqMnPfCbKL9F0mugvAbKa6L7DYzYP/vrGQ6BXSKwSzDfQRufp7dhJ42bn03glAnsMoGT3h7a/WGVToXEsJ/CPyZOg6Lx42lIfOI4zef/JL0bbib7rw+y7T++Y3DXbmWIueHN/MtzX8W+4hY68w1azS4zWmbFU2Zsg1rB7gdFDkPF/rrgUMpa6PJ7LIQQ4iqVtYz+MLIMOUuGkQlxuQJxiDQAACAASURBVF3xYdByhqYxlLUZztoMZx3K0tvhvAVxwomWx4nWlTsVvN5ugW6QZLM4hx5n5G8+gHPiGNbM9OA+wZt/htxGn+xj++DhE2RzLZxiGvhorkEnv5V2cTutwnbayxYvM/KklQdBlKRhz2AJmGv5zLcC5to+Ubzyp1rKWlQLNrW8M1hX+lUFpayEPeL0dA3ylkneNinYRn+d7l8NlZMq7NFqzDH/8Y+gPvpX+M9/Ds0XPh8rbGEFTeygiR00sIIGtl8nO3UI21tAz+oYnLl6MbTy/WCo34/LqeI71fSYW0m33RqeW8N3h0gMZ8XjtSDAPn4Me/w4zomxdPvEMSZ+8534O/dQ+pd/ZtN73k1YKNHeuJW5oU1MlDfw3T13cCKymW+lQzyXD+c0dG1lUFRwqBX764Itza2FEEJcNYazNttLWTblXfmMK8RlclWFQSezdY2hrMNw1mYk61BwJIE+mzBJmGh5HG95THX8KyoA0rtdCt/63zjHjuAcO5zO3DU/x+Rbfwvu2EVp/3fIfORz2CVFNtMkl60PQp/IydIq7aZZ2kOztJtWcRftwja6uc1nbZSrlKLtpdU9s4thT3Mp+GmeVEXlWDpDBWfQW6Ta/4JXKzhUcjaWKV/0xJnZukbRsSg4JsV+2JO302qf9RB6DyqOXv86/Dhhvhcy1wuY6wUseMsq6ZSi8vlP0bjrJWDr2EEDO6hj+/XB2vEXcLx5bH8+3fYX0m1v/oyz9AVWMQ2HMkN47nA/KBrCzwyla3eIXmYU362CpmMfP0b+/u/ijB3DPn4U5/gxjHaLgx/+BFG1RuWz91L8+r/Q3HQNM0NbOF7ZxBPZEcYSh7l2wGzLxw+XehlpGlRyNkP9cGiouLTU8o68fwghhLgi2YbGNcUs20sZitIbVohL6qoOg07mmjrDWYeRrE0tY5OXLvdEScJUx2es6THZ8UjWcAKkhQH22DHcI4f6gc9h2k+/g4WXvxq91WTvG+5BWRZqpIBd0cjmmlRrE2SK6Ze72HBoFXfRKO1ZEf50c5tOP/02kChFoxMy2/KZ7Qc9s81++NP08aOVM6eVstbS0I+8TW3ZEJCssz6+tIsLY+oaRduk6JgUHWuw7ZrSa+ZMgjhhuuMz2fGZ6vj45zujoVIYUbcfEM3jeHO43my67s3geLO43hyON4PrzWGF7VOeItFMvMxw2hA+O0ovky6eO4wXZ+mN7KKX20D+a1+n9JUv4hw7gtlqpo81LQ78r8+BaZL/5v8mXlhgsrqZI6UNTIRm+t7T9Jlp+vSCpab9Gukw0sVwaHhxKblU81JRJIQQ4spQy1hsL2XZUshItZAQl8C6CoNO5hg6tYxNLWNRy9iU3fXRc6gTREx0fCbbHrO9YO0FQEphzk7jHj2M0jQ6tz0LlOLa178Co9MBILEsktEq+q0bKV8XUl54FGtqAisXo2nQy4xQr1xPvXIjjcp1NMrX0sltPW3T5jhR1DsBM82TAp+mf8pwLkNPm8Mu7/ORDuNIe/jI1XnxVGlAwTYpuRYlpx/+2BZZS0KfC6GUou5HTHU8Jtv+yqqhVWZEPRxvDsebJdObwe1NkelO4famyfSmB/tW1Dnlsb5dopfdRCe7gS5D+A2HwHdo3PUierlNDP/Rfyf/wx8M7h8Oj9C55XYm3vZOAIKJKSa1DDOdaBBQzzQ9Zps+XX8pKNI1qOSXAqKhosNIyWWomFYkSo8iIYQQa42la2wtZtheylJ2pVpIiItlXYdBJzM0jYqbBkO1rEXNta+KqRATpZjrBUy20yvnrWANzQIWx2CkX36H/tdHyD10P87RQ4PQp7v3Bk78wbspzz9M7bOfJJdMUbGOULSmB8U87fy2NPip3kC9cj2Nyg34bm3Fy0Rxwnw7GHxpml0W/My1/BWBmG3q1Ar2in4di0MzyvLlSZwH29ApOSYlxxqsi465LsLnyy2I0+rHqQutGroAZthOA6LuYkA0SbY7SaY7TrYzQbY7fkqVUaxZtNQo7U6VXitDOA9hscr8L7+Rbm4LW97+dsy5Gfyt2/G378TbvpPe9Tfj7dlLx4v64bbHTL+SaKaRBkXLqxkNXUvDoX4V0XA/KBouOeSk554QQog1oOKm1UJbi+5FmfhCiPVMwqAnUXJMyo41uHpfdqwrIiDy44SptjcYNhGugfIfo1HHPXQQ5/ATuIcfxz30BFoY8MQHPgrAxj97N/bECdTGCnYFcrkFasYhSt4htP61/XZ+G/O1p7FQu5l65QYalesGM3dFccJcK+iHPd6KIRULnYDl/ws7lp5eJR/03nD74Y9NMWPJlyBx3vKWQdm10uDHTYOfjAzxWhOUUsz3Qk60PU60PHpR/OQPukTMoEW2O062M062O0GmHxJlO+NkOyfI9KZX3H/+aIl2p4Rft4lmQ+iG+M95OjNv/XU62c1s/JN342/Zhr9zF97OPYQjG1BAqxcxsxgSNRbXaUi+vJl1xjYYLjmMFNNwaLjoMlJK3yttqYAUQghxiS1WC+0sZ6W3kBCrRMKg85C1jMHV/XL/C9/lnB4xiBMafkjDi6j7YbrtX8bqnyTBmhzHfeIg7pEnmHndL4NhMPr+91D9wj8B6ZAHb8duoq2b0F+wm9rcD6nM/SuVhX2DqaR9p9IPfp6Wrqs30zWKzLf9wZCu5VU+Jwc+rm2cFPgsbeddueotLowGFBffB9yl9wJLrlpdMRa8oD9rokcnXDvB0OnokUeuc4Jce4xsZ4xc+3h/GSPXOQ5tDxWDlUsIfYOjXx0lbMDiGLkk47Lwup9n5mU/D2GMfWIMf+s2sNIP1HGiWGgHzDQ9phvpkLOZRhoY1bsrm+FXcnYaFC2rJhopuZRy62OotRBCiMtrKGOzs5xlU8GVvztCXAAJg1aJpWuUHIu8beCaBhnTIGPqg21nFa6kKqXohDENP6TuRzS8NPjpRZd+2MNA3P8CZRjkHvwBtU98FPfQ4xi9bnrOhsET7/trwo2bcQ4/QWFyP/ncPLXuPmozD5JvH02fRrepV29kvvY0pspP4zHnRsbCErODSp90qXdWTnOfWQx8li+F9AuKNGwWq0XXWBH6lN20v480N7x6NLy0Ymi85dFcS0NpnwqlcPx5su0x8q1j5NtHyLeOkls4jDV2nGgmwqtbFLf2yGxUzDc3MfPZEHSNZGMNf+dO2ntvof7cFxNVa6c8vR/GgyrL6YbHdL+iaLrhrZjxzDI0hvoVRIvDzUaKaVDk2lIdJ4QQYnU5hs72UoYd5Zz0XBTiPEgYdInoGv1gaCkgsg2NRKU9fRIFsVLpdqKIB8fT2yKlaPsR0WX47zAQRTjHjuAeOoj7xGP9yp9DjP3Of6V7yzPIPfgDhj72N3g79+Dt2kOwbRvZfJta/V+pzTxAdfZBnKABwII9yo+Ld/Jo9laeMHYyFlWYaYVp4HPSVeicY1ArpsMUTp5SOefIjHBidRnLgx/XotKfzl2uPK0frSDqVwz1Lm+V5WpQCsebI98+Sr55hHzrCNmpx7EOHIGJOsGchrdgEwc6G3/GJ9y9g8ZcFe9AD2/3XprX3U7j+jtQmexpnlrR6kWnBETTDZ/5tr+iUrOYsQbVRCODYWfpbGfSh00IIcSF0IDRnMPOcpbRnCMXg4V4iiQMEqcXxzhjR3EfP4C/bQfenutwH3+MHe94a3pzJou3czfezj00XnQ3/rYd6JFHbfYhhma+z9DU97FmDzIWVzmiRnnMup6D1h6Oqg2cCDI0vZX/P+Vd85SgZ7g/Y1dWAh9xkRiaRskxqbhL4U/RliGEYknTDznW7HG85dFd40PJzplKyHbGKTQep3D0XykwSbFzGPXAMeZ/aBL7i1dZFUbFwP7FW2htvIGmvonmyI30ylvhDL8rUZww2/LTIWf9sGi6kYZFvWDp5zhoYt0PidIeRem2vPcLIYQ4V1nLYGc5y/ZSFvsK6PMqxOUkYZBYEoaM/vX/wH38AO6hx9GDtHfP3D2vZfqX3wphSPE736C3+1rCDZvQYw9z/CH8EwdozYwz2/QZS4Y5qkY5om2inqy8klzMWqft3zNUcGQIgbjollf8VCT4Eedhrhcw1uxxouVdllnJLhmlcHqzlI49SGH/D3GfeAxzcpqNz2mQ9WYY/26ZxtEMdjlB35gn2raZ7p4bqN/8XFql3QRO5SxPrej40SAYmmks9Siaba6c2THvmiuGmo2U0lnPagVHhmgKIYQ4K0ODLcUMu8o5mZ5eiDOQMGgN0rtdSl/9Egt333PGq64AKEXl85+icddLSLKnlvCf6THW9BTuwf1kDu7HPbifYPNWJn/jHaAUu976C0TVGr3de/F2XUtn17VMF4eZbYcsNFp0po9TX6gz3VGcCIt0cZfOG0Uto6iU8tRKWWrLwp5awcaRsbziElns8bMY+lQk+BGrKFGK6Y7PWMtjouVd3uG7l5jtL1D7/hfJP/QD7MNHUScaKC/BLobsunsGgKnDo/iFUXp7rqO55xk0atfTKu5E6Wf/MB4nirnW0lCzmYbHdL+RddtbGq6na/SrR5cCosVm1jI5gBBCiJPVMha7yjlpOC3ESSQMWoMqn/tHNnzgvcy//NVMvek3Th8IKcXoB99H9TP3MvmWt7Hws6867XMZjTrW5ATe3usBuOZ33k7u4R8BkFgW/o7dLNz2bB550b9htuUz1/SZawfM9bcXOsGKK7U2IVu1aTY5PWoFh1JthMzGnZQrJap5G1PKMcUlpp9c8eNYFKXHj7hE4kQx0fY41uwx1fFZP7FQn1KY01Nkpw/hDsUU6wex//ATqIW0slQzEtxqSGF7gHHbFhqVvTTK16VLZe9Zq4iW6/gRM42VDaxn+ut42R+pjG2sqCZa7FM0VHCwVmEiByGEEFcu19TZUcqyo5zFNeUitRASBq1Fy4Ke0wZCZ7ndOfIEuQfvJ3PwAO7B/djTk8TZHN/+i48z3w2pfPWf8dpdDpS28Ig7wkw3puOv7INRMCO2GvPsiI+wQ51gqzZDteiS2bCTZOvTWRh+BrGVu4Q/ECFSK4Kf/lqCH7FWeFHMWLPH0UbvypuRbDUlCdbkONkD+yju+z6Zg/sxrslRfUZCYfYAJz6p45RDMrUAfWMOf/cemptuol65nnrlRrq5zWevil3xUoqFTrCymqjhMd30aS6bjEADKnmb4WJaSTRcXJrxrJyz5T1ECCHWEV2DzXmXXZUc1Yx9uU9HiMtGwqC16kyBz7Lj9Rf+NN2bn457cD+P/x9vYjbU2frxv+bmL99LvVjj0NA2Hi1v5Ue5Teyr7iDR0quiugbVvEO1YDPqRmxTx7nW38dNze+yOzxAUevRzm9jesNPMD36bGZHn/WUr94KsVoGwc+yqh8JfsSVYsELOdboMtbyCK7m/kLnyGjU2fih95J5bB/GxDRa/6PFyO1NarvbxKFGp1vC27GHxvAN1Cs3UK/eQLuwA6WfW0NpL4yZbfiDoWaL65mGhx8t/TcxDW0pHCo6DBXdQWiUcwwZdiaEEFeximuxq5JjiwwhE+uQhEFrWT/4qXzmXo687LUceOUbKP7NX7HzgW9QDru4UVqG3zFd3nnnr3OktImy1wIgrlSo9QOfWiGdlauatxnOxOxpP8SGqW8xOvFNCq3DAHjuENOjz2Zmw08wPfoT9HKbLts/W6w/pqZRcs1B8FN2LQq2BD/iypcoxUTb51izy2R7HQ4jOwu928U9dBD3sUfp3normVJI5Rufx/nwl0AHtxKRqXlkaiGZLYr2yLWD6qF69UYapT0o49yv6CqlaPWiwXCzxUbWM02fudbKJtbLh50tryoaKjrSB08IIa4irqmzs5xlRymHI8OKxTohYdAaECeKRjdgoZ0ujUYX+/ATVA8fYNOJJ9g5dYi/uvFlfGvz09g7f5Tf/NG9PDG0jfHNu5jfvod46zVUixmqeZtq3qaSd7AX38RUQnnhUUYmv8XIxLcYmv0hehISGS6zI89kesNzmd7wHJqlPU+5LF+IC2EbOiVnZfCTt+Tqu7j6eVHM8abH0WaXhr+Oh5GdhdFskP3xQ2Qee5TMY4/gPn4APQgxfv05lM0x7H2PEU2HZIYCnCFoDe2mXk3DoXrlRhrla0kM57xfP04U8y0/7Um0WEnU3653whX3LWastJF1yVlRUVQrLPsbLIQQ4oqia7C1mGF3OUdJZiETVzkJgy4ypRS9IGahE1DvhNQ7aeBT7+8vtAP0uRnMOGIqV6PWa/DB+/4bTpJ+UWjkykxu3cNMo4eVxIx2F6h/6G9x7DOXy7u9aUYmvpUGQJPfxvXnAaiXr2N6w3OZ2vhc5oZvu6APzEI8FTnLoOxYlFyTkmNRciyycjVdCBa8gMP1HsdbPaJE6oXOKIpwjh3G374LdJ3hv/sQQ5/4u/Q2DYyaRa7aZdOtM2g6JJpJs7SHevUG6tUbWajeRKO8d1X+3gVRwmxzsXl1GhDNNtOwaPlsZxpQylkMF5eqiBbXtYIjEy0IIcQVYjhrs6ucY2PekYuW4qokYdAF8sKYRj/YaXTDfugTUG/3w55OQBCt7BdxfX2Mp7eOcePCUXbOHKHcmufgbS9g35veTiVncd2nPkK451p6195ANDQ86BG06OSm0VoSUpt9kNHxbzA68Q3K9f3puTk1pjc+l6l+9Y+fGb50PxixrhiaRtExKTnmoM9P0TWxdPnSI8TZREnC8ZbHkXqXeS988gcI9HaLzGP7yRzYR+bAoxjNBtP/+Xcpzz9M6UMfw5qfJV9ukK+0yNQCNNugWdrDQu2mNCCq3EizvJfkPIaYnUkviM8YFPWCpUkaNKCctxkqLAVEQwWHoZJDLS8zngkhxFqUswx2lXNsK2WwJNAXVxEJg85AKUXXj2l0AxrdsB/29EOfTkC9m6698NTGoIWMSTlnU87ZbFFdrp09TDXxmP/pu6nkbG5956/inBgjGBmlt/cGentvoHvTrfg7dp18Eqc0kV7cb7/iRRgv2MnoxDcZmfoOVtgm0Uzmhp/O1MY7mdp4J43yXtDkDUusHg3I2wZFx6JomxQdi5JjkpNhXkJcsIYfcqTRZazRI5BqofMy/DcfIH//d3HGjqIphdJAu3kz1Z+0KM/vQ19oYWYTlGHRKF9LvZJWDy1Ub6JZ2n1ePYjORilFx4+ZbfrMttKAaHE5XVBUyllpONSvIloMi2pFB1eqKoUQ4rIydY3tpSy7Klly1rlNaiDEWpEoxbFmj6ONLi/cNrz+wiA/jGl0Q5rdtJonXQKaJx2LT/owrgGFrEUpa1HOWpRyNuWcRSmbrss5m2LGovqDb1H49tfI7H8Ee3oSgLBa4/EPfRw0Dffxx4iqNaJq7cwneVIQNPNLb06rfya+zuZHPkVOT4d+dTMbmNp0J1Mbn8/0hp8gsvKr/vMS61PGNCjYabVPsV/xU7BNDF1CHyEupjhRjLc9jjS6zHSDy306VyS90yZzcD+Z/Y8QVavUX/wyCAL2vu7lYJvomwtkhwLKuXEKpQa6qYh1m0Z5L/V+OLRQvYlWadc5z2J2Ljp+dFJA5DHXCpht+nRO6iuVd80V4dBQYTEwssk5pgTyQghxiWjAxrzLnkqOWlamphdXBj9KOFTvcKjexY8TTE3jlXs3Xh1hUKIUHS+i2Qtp9SKa3ZBWL1xaLzvmR6dW8zimTilnUcxYFLNpwFPKptuLgU8xa634Iqy3W2T27yO7fx/uY/s5/rt/gLJtRj78fopf/wq9625Ml7034O3ag7Ke4ptFPwga+fIn0F56A9mdOsNT38GKuiS6xezwbXSOGSRfeYzJF7yWqTf9pjR/FuclrfQxKSwuzuK2gSlDvIS47NpBxJFGlyONnkxRf4E036f0tS+T2b+PzIFHcI4fA6D+mldj3LmD0viPyD30Q6qZI2SdNgCR4dKoXMdC9aZBSNQq7AD94lfpeEHMbCsNieb669lWun1yM2vH0gczh9YK9iAoqhUcKnlbQnwhhLhIKq7F7kqOzTI1vVijWn7EwYUOY80u8bJIZ82HQbtuukX93t99hlY/4Gl5Ie1etGw/ot3fbnshp6uqdyx9EPAUMmnYU8iYlHIWpYydBkBZ68nLr5WCJAHDIPfA9xj98Ptxxo6mN+k63o7dnHjX7xOOboAwBNM854BGSyKqcz9i+9c/wOjUt3Ar6VXBbnYTk5uez+Sm5zMz8ixiK7eicmjyLW9j4WdfdU6vJdYX19DJ2SZ5y1gKf/rDu+QPlxBr32K10KF6h7me9BZaDUazQeaxR/E3byXcuJncA9/jmv/8HwCIqhXUtmGcUY3K5gWq/mOYUTe9zcwOprhPQ6IbaRW2X5KAaFEYJcy3fWZbAXMtn7mmz1zbZ64ZMNf2iZZ92tM1KOfsQVBULTjU8v11wSHnyDBfIYS4UBlTZ1clx45SVvoKiTVhuuNzcKHDVMc/7e1rPgxyNu5RG9/4Z6ccN3SNQsakkLEouCb5fsBzutDHOc8x9loQ4B7cT/bRh9OriPv3MfFb/572Hc/BPfAoQx//yFLlz569KDdzXq9je/NsmPg6o+NfZ3Tim9hhk0QzaejXcPymVzO5+QW0irtPHywpReXzn6Jx10tIstnzen1x9ciYBnnbIGcZ5C2TnL20liofIa4eDT/kcL3LsabMRLaq4hj3yBNk+n/3s/v3Yc1Mc+g9f4l/zXaGvvM5Sg9+i8yQTyU3TqX3GGbsAYsB0Q0s9Ke4vxwB0aJEKZrdkPlWMKgkmmulVUXzrWDFzGeQVkZX+0FRreBQzffXBZtq3sGWptZCCPGUmZrGtlKG3ZUcubPM/izExZAoxVizx+MLHRonDTc/2ZoPg4Z33qDe8N8/loY+y8If1179q1hGfQEtDIiGR7GmJtj1629Ei9IfoL9pC73rb2LhpS/Hu/b6C3shlVBeeIQN419jw/jXqMz9GA2F5w4xuTGt/pne8Fwiu3Dah+sa2LqOZejYhoal69iGjmVo2Ivb/XLwWKX/Q8RKESfpOlEs207XUaII4qS/pMfE2qJradiTtYxT1lnLIGsaMgxAiHUmShLGmh6H6x3qT/IHX5wfc3aGqFIFw6D2D3/P8Ec/hJakw/X8rduIdm6Fl91Mpbmf8sI+yguPYsTpFbjQzNJYERDdcMmGmJ2NH8bMt9OKovnFyqL20nYYr/wMkHfNQTBUzduDsKjS3zblCrgQQpzWprzLnmqOWkb6ComLK4jTfkBPLKT9gJ6KNR8GXczZxOyxo2Qf/TGZR/eRffRh7IkTLLzobiZ/852QJAz//Yfp7bmO3vU3ERdLF/RaZthmZPLb/QDo67jeDAqNhdrTmNz0AiY3PZ965YYVM38ZmkbFtai4FtWMRdm1cI1L84U/XgyHkmRFSLS47cfJKduhXJ0+b7ah4xo6rqnjmMZgexD6WOkxKeMXQpzJfC/gcL3L8VaPWN6OLxrN65E5eIDMow+T3f8w5vw8h//sAwCMvv89WPOzJDs2YI9qFHMzVBqPUK7vHwREkeH2m1TfSL1yA/XKDRdlFrPzpZSi7UX9aqKAhXY67GyhHTDXCqh3ghWTa2hAMWtRzduDcKjSD40qeZtKzsaSyiIhxDpXdS12V3NszrvyeV6sqnYQ8fhCh6ON3jkXdKybMEjzfdzHD2A267R+4vkA7HrL67GnJoiKJXrX30T3uhvp3Hob/s49F/x6APnm4UH1z9DM/ehJSGAVmN74vDQA2vh8Arc6uH/RNv9/9u48TLK8rvP9++xxYs89Kytrr6ylV2ga6FZAHBdQRBFFmRlB7zDDqIg+o4LX6zDgzDii4zgKKiMKiHN9dC42iow6oLLv0A30VltWVdaS+xL7iRNnvX+ck5FZa1d1ZeVW39fT5zlbRNSJ6qjMiE98f98fPbZBb8akJ5NM172VflhE8erqouWQKE6Dogg/jPGjleDIT9deGLGdPrdoioKpKWmF1krFVlLJlYQ+lq6SSUMfS1elZ48QYs14YcREzeFs1aHlh898B7FmBt//Hgpf+hzm7DQAkWlSe+l3MftTP0e+cZby9DcpO6coLyUVREbQSm6nGtRKY92AqNZzhFrpUNIfcJOJopia47PU7LDU9FhqeN3tSjMJiy7/bqhoG6uCIvOSoKgnbz7r4fxCCLHVZA2Ngz059pZsaeEgbsmC43Gq0mS6efV+QDdiW4dB9lPfpPCVLyZj/0+fRAkCgp5eTn3gQ6Ao2E99k7DcizcyuiYzcSmhR//81xie+jQ7Jj9Fvpk0l64XDybhz85vY7H/ucSqASSd53fkM/SlVT/GHfwDIYiS4CiIou6wtTCKCdLhbVfdj2PiOCYi+SYziiG+ZDtdp9sKgKKgkHyTqSxvKyv7pOc0VUFTFDRVQU/X2qq1vmrfUBWMdGieqUmwI4TYHOI4ZqbV4XTFYc559m8UxM3TlxaT9x7HniQYGGTpB14DYcihf/kD+AOD3S+g2NNDQV+gXDmWDDFbehrLqwIQo9As7KHWczSpJOo5Sq18BNce3NSzh4ZR2q8orSZaSpfl7csriwCyltYNhrrrVaFRbot9OSaEEM/EUBX2lrIc6MmRlUBc3KA4jplsuJyqtKi4tz6ZyPYIg+IYc+pi8sbrxNPM/NufA11n6I9/j/LffxR37DDO0XuSRs9rMORrtUx7jqGpzzA89WkGZz6PETiEqsn80EPp8K9vw8mPdm/fkzHYWcgwWsiQNaShmBBCiNuv6QWcqTqcqzkypHeDKG6b3r95hOzxpDm11kqqguZe969Z/OF/gdJxsc5PoAxmKTfGKVWPUaocp1Q9Tr55ofs4rtVLrXwkqR5Kg6JGcV/3i6bNLopi6m2fStOj0vIuXadLJ7i014GuKd2QqJwzV20b9OSSYzIUTQixFSnAaCHDWG+ecmZr/BwX6y+IIiaqbcarLZw1rPpe9zBIUZSXA78LaMAfx3H8zuvd/nphkH38Kfo+/BfYx59CryXfpAWFIud+4914O3ehNurEVobYXMNxc4/DzAAAIABJREFU+HFEz9KTDE9+iuGpT9FTeRoAJzvcDX/mhx4i1Fdm9ipbBqOFDDuLGXISAAkhhNggQRRxvt7mTMWh7knD6Q0TRVjnJ7CPPUH7yD109h0g+41H2fP2txBZGdqHj+IcvZf20btx7roXTfEpVU9Qqh6jnAZExeoptMhLHk41aBT2US+PUSsdol4+RK18iHZ2ZFNXEV1NHMe0vbAbDC21kmqiatOj0vKptDwajn/F8PJ8Rk8CoqyRBEZpcFTOJftF20CVSRaEEJtYv20y1ptjOGdJNaQAwPFDTldaTNymL/PWNQxSFEUDTgLfBVwEvgr88ziOn77WfQ7ec3/8Wx/8S+zjT5I99hT2sSdY+NHX49z/ANnHH2PH7/82zl3pG6Yj9+CN7oY1Hm6lew2GZj7P8NSnGJr6LJnOIrGistR3P9MjL2Vm5KXUy4cuecNVsnRGCzajhYxMKSiEEGLTmXc6nKk4TDXdbdW3bavS6jWy33yM7LEnsY8/SebsaZQo4uxvvQd37DCZ8ZMY05O0j95D0D+AEvkU6mcpVk9Qqp6kWDtJqXqKrDPVfUzfyFMvjVErH6JeSgKiRukgntWzgc/01gVhRM1JgqFqt7Io3U+PXV5dpCpQyqbhUN6knF2pLCqloVE+I8PRhBAbr2BqHOzJs7toy0zBd6iq63NqqcnFxu19j7beYdDDwDviOH5Zuv/LAHEc//q17nNXqRT/5chOlDgm1jTc/QeZf+2P03rwoaQZzO34pR3HFOqnu82f++YfQ40DPLPE7I4XMTPyUmZ3vOiKN1MZTWVPOcueok1eAiAhhBBbgOOHnKm2mKg6eDKEbNNQHQf7xFO07n0u6DqDf/z79H30EQC8wSHaR+7Bueseqt/9faCt9JvQvQbF2qlVAdFJitWTmH69e5uO1UO9eIBG6QCNYrLUSwc3fT+iGxXHMa4XUmn5STjUXVYFRi3/it5Fmqp0K4nKOZNSdnkYmpEGRiY5S5PASAixLixNZV85y4FyFkuXvkLbXRzHzLY6nKq0mHe8dfkz1zsM+mHg5XEc/+t0/3XAC+M4/pnLbvdG4I0ABwvF573vF38l6flz6Ahxxr6la7gWNXAZmPtyNwDKtSYBqJUOdYd/LfU/h1i9MuQZzJrsK2fZkc9I82AhhBBbUhjFnK+3OV1pyRCyzSgMyZw9jX3sCbJPP4F97CkAxj/w/4Gi0PtX/wslCHDuugf34BFiy1q5bxxjt2cpVk9RqJ9OltppivXTmF6tezPfyCfBUBoUNQv7aBb20MrvItLWcMj9JhDFMS03oNpKhp/VVoVEVSdZ164yM5quKd0Ko1I6JG15vTwsLZfR5f2gEGLNqArsLtqM9eQpWFJwsN0sv/8ar7RorPP7r00ZBq22VlPLX43dmmTH1KcZmvo0A7NfRg9dAs1mfvih7tTv7dzIVe9raSp7SjZ7S1mpAhJCCLGtzLU6nK62bmm6UnGbxTFavUZYKgOw6x2/RP7rX01O6TrtA4eov+ilVL7/h6/7GJa7SKE+TrF+hkJtnEL9DMXaaTLu/MrNFJVWbiet/B4axb00C3toFvbSLOzFyY6Auj2/sY6imKYbdKuJas5yaJQERrWWT825eoVRKZuERaVc0seo1A2NDEpZk2LWkOEfQoibNpyzGOvNMZC1nvnGYlPrBBFnqi3OVB06YfTMd7gNbiYMWovEYxLYtWp/ND22LpKp3x9jaPozDE99hmJ9HIBmfjcTB17DzMhLWBh8AZF27X9c/XZSBbSzIFVAQgghtqfBnMVgzqLlBZyWWcg2J0XpBkEAF97xG2j1GvaJp7GffoLs8acwZ2eSk1HE3re8ic6efUml9dF78HbuAkWhY/fTsftZGHrokoc3vBr5xjny9QnyzYlk3Zhgz5mvYwSt7u1C1aCV30Urv5tWfpRWbhdOfjTdHiU0cuvy13E7qKpCMWtQzBrsGbj681ipMEqDIsfvBkfVlsfFBYcnHY8gvPTfj6JAIWNQyhmXhEWlNCxaPmbKLGlCiFVmWh1mWh1Kls5YT47Roi2fSbeYRidgvNLifN0h3EJvrdaiMkgnaSD9HSQh0FeBfxHH8VPXus+tVgbZrekk/Jn+LAMzX8AIHCLVYGHgwXT410toFvZdd4y8oSrsKWXZV8pKaZ4QQog7ThBFnKu1OV1t0fTWbkpTsT7URp2Rd/0m9rEn0RtJ76CgWGL2X/0U9W//bghDlCgkNm5gKFgcY7kL5BsTSVjUmKDQmCDXOE+2dREjcC65uWv1JuFQbnRlnduJk9tBOzt8yeyr21Ucxzhe2K0qqjk+tXQoWrfiyPFxr/Jvyza1yyqMkrBodXAkfYyEuHNldJX95Rz7y1lMTcLjzWwu7Qc029o8VdcbMbX89wK/QzK1/PvjOP61693+ZsMgJfToW3iM4anPMjT9GUq1UwA42RFmRl7C7I6XMDf0whv6pqpgahwo59hdyqJLKa8QQog73HJzw/FKi7l1am4o1lAcY05ewD72JNmnn6D2HS/Hued+sk9+k13veCvu2BGcI3fTPnoP7SN3ExZLN//4XpVc8wLZ5kVyrYvp9iS51kWyrSnU+NJ+CJ5ZwskO42aHcbLDtLNJSNS2h3FyyTrSM2v4l7B5dfwwHYqWDkNLt2vOSqVRsx1cMbOMrikU7ZX+RaWrhEZF20CXD4q3Lo5Rww562EYLXLSwjR60UcMOWrqooYsWemjRqu2wgxa6qGEHNfIvWZQouOKYmh5TIh8ljoEIJV5ZLt2PIQ5RiIlRQFGJFQVQiBUVUIkV0rWaHleIVGNl0cx027zqfqDbhHqWQLcJ9CyBniXUc8m2kU2PJbfx9RzxNusxthVoisLuos3B3hwFaWGyaURxzIW0H1Cts/n6Ma57GHSzbiQMsluTDE1/jqHpzzE48wWMoLVS/bPjxcyOvIRG8cANz5AxmDU52JNjKGfJNy1CCCHEVdQ6PqcrLc7X21c02RVbi3nxPOV/+FuyTz9J5swplCB5w3r2t/8H7oFD6HMzqL6PNzJ6S7ONKVFApj1LrjWJ7cxiO9PYzgxZZxq7NYPdnsHqVK64n2cUce1+Opl+3Ew/rj2warufTmYAN9NPx+rZtv2LloVRTN1ZqS5aHRatDo/8q4w9yGf0K4Oi1UPUsga2uQ2qjOIYNfLRgxZa0EYPnGTxk7UWLK9XnVveD9vd22iBix600dLgJwmA2ijPcqLnSNGJNJNQNYm0JISJldWBjJHcRjWI0/1Y0YgVNVmn4U6saKAoxKjEqsZK6KMAMRCvhETpNnHSj0SJIxSi7t+RGnnJOkzWWhpAaem+GnmoabClhTdezRDoWTyzhGcW8c0Snlnqrj2ziG+V8Mwynlmik+nDtQfwzBIoEliuheGcxcGeHIM56Su0UTZDP6AbsSXDIC1o0z/31TT8+RzF+hlgufrnxczueAnzQy8kMPI3/OdoCuwq2hzsyVG0jDV9DkIIIcR21QkiztZanKk4uJv4DY+4MUqnQ2b8ONljT7H0Az9MbJgMfuA99P31hwhKZdpH7l6pHjp8F6hr++FNDVzs9gzZNByynRky7Xksd4GMu0CmvYDlzl8xHA0gUrTkw6ZVxrN6kg+bVg8dq9zdTs6V6Vg9+EYR3ywQqeYthVybzcqwtCuDovqq/aZ75bfURjpbWimdLS1ZVu+vbfNrJfTSACYJWlYHNNqqoEa/PMDxW5cdvzTwubwC7XqSypeVqpdQzxJomW4lTKhlCNN1cj6zsq1luvuhZhFpFmG6RKqVnFNNIs266ozEW4kSBav+/7TS/2fOZWFbC91vYXo1TK+G4dXTdbJvdqpo0dWrSiNFT4OhJOhNQt6+SwLfpGpwUCqPblDJ0jnYk2OX9BVaN41OwKlKiwtbpB/Q1giD/vLvKdZOMTj9OYZmPkf/3NfQIo9Qs5gffAGzwy9ibseLaBT33/Qv8+VxlvvKWSwpnxVCCCGelSiOuZiWQlc3YSm0ePaM6UlyT3wd+9hT2Mefwpq6SFAqc+qDj4CiUPjcp4gNg/bhuwjLPetyTZrfIuMupiHRPJn2PBl3AbNTwepUMDvVZPEq6QdQ/5qPFakGvpHHN/IERqG77RsFAiPXXSfBwEo4cHlQEOp2GiLYRKqx6ascgjBaVWWUNMCutTrUW52kp5ETUGuHBJdlvAoxRTOm1wzoM336zQ79usuA3mJAazGk1hhU65TiOnrUWRXytNFCpxv86EH7pkKbWFEJNLs7LCnUsun/l+zKYqRhTnfJrdz+kiFOafij2RIsrDM1cLthkelVsdzF7r9fy11M1qv21fjSXloxCq49iJPbgZMdwcmN0M7uSPd30s7twDcK2yrgvVUZTWVfOcu+cpaMvr2rJzfC8hD601VnU/UDuhGbPgy6b19//OWf7MVuzwJQLx5kdseLmN3xIhYGHnzW48jLGYODPTlGZVYwIYQQYk0tOB7jlSZTMjX9tqRVKxiz07iH7wJg35v/FZnzEwB4O3biHL2H5oMP0fjWb9vAq1wljtECJ/ng2Q2KKph+A91rYPhNDL+J7l992/AbaZ+Wm5MM+dG7w4Di1T1aVKN7LqkYSfq4xKirer6o6bCg1f1flO4wH4UYusOBIohBYbmnTIwSxyiRjxoHaV+aACUO0n406bF4Za2G3hVDoOIYKhSYiXuYjXuZiXuYiXuZJVkvH69QuOL523gMaA0GtBb9ukO/2aHP8Oi1QnqtiJ4MFDM6ipm5Rk8aOwlz0v1Is+QD/p0mjjA71bQqcD6tGpzCbk2TdabItqaxnakrwl5fzyUzGuZ30yzspVnYQ7Owh1ZhD25m4I59HakK7CzYHChn6bUlBL1Vfjq5xplKi6a/NSfX2PRh0PN2mvFH/uOrmN3xYuaGv5V2bsctPd5wzmKsN8dAVsZQCiGEELdTywsYr7Y4V2sTSGOhbUvxPDKnTyaNqY8n1UPN5z/M9JvfAnHMzt/4VTp79+McvQd37AhRdovNIBbHaKGbLEEbLVzuJeOuqnhZOacF7es2BF45lvRl6TYFjiMUSNfLjYFXb6ehD2lApKgrDYMhDZFWGgSDQqTqSQiVBlOxonUDqGR/1brbz8Yk1Ewi1Vp1zCJSTULNSNerhkfpNi4GlY5GzQkvG5q2atvxCS/7OaAAeVtfGY52lT5GpaxBZjv0MhK3RxxhuYtknek0KJoi60yRa14g3zhPrnURdVVY5OtZWvk93YAoWfbSKB3EN4sb+ETWV09aGLFTCiNuWtMLOF1pca6+9d/bbPow6OA998W/+cjHbukxVAV2F23GevIyNbwQQgixzvwwYqLmMF5xaAdb89szcRPiGKXjEmdstFqV3W/7BazzEyhxTKyqdPbsZ+FHX0fj4RdDFCXf0suHkW0vjmNanWBVo+tVPY3S/brj0epc+TPC1FVKWYNi9rJZ01YFRwV77XoZie1DiQJsZ5p8Y4J841x3yTXPkWtOXjJUsW0PUS8dpF4aS5eDNEoHbqoP7VYjQ8huzFYeCnY9NxMGbVCK8ux/qJuawv5yjv3y4hZCCCE2jKGpjPXmOdiTY7LhMl5pseReu4eL2OIUhThjAxCWypx91/tQm03sk8ewjz9F9tiTREYyWYd94mlGf/0/0D58V7IcuZv22GFi686YTv5OoigK+YxBPmOws/fat/ODiHp7ZWa06mXB0ZnZJvWrVRkpUMgYVza/zq46ljPJGPKZ4E4SqzpOfhdOfhdzO158yTkl8sm2pijUz1KojVOsnaJYO8W+8b9AD93u7Vq5ERqlMerFg9TLY1TLR2mU9hOrW3/SITeMOLbY5MRSU4aQXYUfRZyvtTm9hYeCXYs1cZrcyeM3fPtNM5vYM8kZGgd7cuwtZeUbAiGEEGITWmx7jFdaTDXcZzlRs9gOrLOn6f2bv+w2pgaINY2J//r7ybT2C/MoYYA/OCzVQ6IrimNabnDN4WjL+23vyg9vlqFeJSgyKa/azmd0VPkMceeKQnKtixRXBUSF2jiF+pluf6JQNamXD1HtOUq1526qPUeplQ8/6362m0nZMthbttlVtDHWeMbIrWKp7TFRc7hYdwk2IANZU3GMOXkB+8TT2CeOsfDa1xP09tH7kQ8x+Kd/xN1PPbmZh4ndeBjUmzEY680zkrdkXLEQQgixBTh+wHjFYaLmbPmx9+LWaPVa8mb1+NMs/MiPEVsWA3/6R/Q/8ucE5Z6kcujQUdqH78K5617QpMJDXJ8XRJcFRd6qIWrJft3xufxHj6pA0TYo5i7vZXTpviVVRncUJQrIN85RqjxNuXKMcro2vRoAkaLRKO6n1nOUas9dSVDUe/eWHWamKQqjhQx7y1n67oBqIS+MuFBvM1FzqG2DWVGtiTMM/ul7sU8cQ2s2AAhzOS78yq/Rvvs+1GYTXYFXPu/Q1g6DRvIWY735O+JFKoQQQmxHfhRxrtpmvNrC2Wal2OLZMycvkH386+k3mk9jTV0kzOU5+f/+NagqxU9+HCWKaB++C29kFO7Qb7HFsxdFMU03uCwoWt0EO9l3/StnlLNN7ZpNr0tZk1LOIJfRpUHvdhbHZFuT3XAoCYqexm7PJ6dRqJcOUum7j6W++6j03U+9dDCdRXDrKJo6e8tZdhdtTG17/ZxdcJIqoMlGm3CrfScVhlgXzmGfTKp+MiePUfm+V1N92fdhTE8y+l/etjIM+/BdeKO7L/k9uQUaSF89DFIV2FPMcrA3R8HcWv+YhBBCCHF1cRwz1XQ5tSR9hcSVtHoNY2YK99BRAPa89WfInngagDBfoD12hObzH6byildt5GWKbcj1Q+qOT7V1ZVC0vN9o+1z+cUlTFYr2SmVR8fIhanYSJJn69vqAfaez2vOUK8foWXyc3sXH6Vn8JlZaQRToWSq9d7PUd38aEt2Pmx3a4Cu+MaoCI/kM+8pZ+m1zy47G6QQR5+sOE7U2DW/rVAFplSU0p4W3cxeK22bsJ16D1nYACApF3ENHqLzslTRf+K039HhbLgxabgp9oJzFkqbQQgghxLa1lPYVmpS+QuJaogjz4vluc2r75HHcA2NM/9wvQRyz960/gze8IxledugonX0HiU2pJBe3RxjFNNpX9i6qXzZMrRNcv8qouKqyKAmLpJfRlhfH5Jrnu8FQ7+LjlCvHutPet+0hFvufw+LA81gceIBa+cimrx7KGRq7izYjhQwla/M30w6iiNlWh4sNl+mme8Xw0M0oc+JpssefSqp+Th3DnJul8eBDXHzbfwGg/8//BG/HTtqH78IfHrnp3npbJgxabgq9p5RFlx+CQgghxB3D8UNOV1pM1Bz8rfDuTWysOAZFQXHbjPzOO7FPHsdYTIds6Dpzr/83LP3Aa8D3MWenZXiZWHeuF146FG1VldFycFS/SpWRqkDBXg6LVoajrd4vZg1sU9uyFRt3EjX0KFWO0bv4TXoWH6dv4RvkWkkj/UDPstj3HBYHHmBx4Hks9d1HaOQ2+IqvLWdojOQz7Mhn6LONTfP66wQh080OU02XOaezeQOgMMS6MIF98jhatcLij/wYAHt++efIPv0E3uAQ7thR2oeP4tx1H+7Y4TX5Yzd9GHT4vufEn/j8FxnJZzbNi0oIIYQQ68+PIs6lU7y2pK+QuAn64gL2yaSfQuu5z8e577lkTh5j31veRJjN4R48RPvgYdyxI7TufQ5RobjRlyzucFEU03DTqqKWT62drOvtS2dPu9qMabqmrFQYpcPQiqtCpGK6ZKQB9qZjOzP0zj9G//yj9M0/Rql6HIWYSNGo9RxlIa0cWux/gI49sNGXe1WWpjKctxjJZxjMWus+u3fLC5hqukw1XRbbm3C4efqFBUDxkx+n5+N/S+b0KdSOC0DQ08up9/0v0DTMC+cICwXCcu9tuZRNHwY9+OCD8de+9rV1/3OFEEIIsTklfYU6jFeam/ONntgStFqV/Fe/iD1+gszJ42TOnUEJAs79p/+WhEWnjpN/7Ku0xw7jHjxMWCxt9CULcQUviNJqoqSqqJ4OU+tWGKVr7ypD0yxd7QZDxazR7W1UsCU02ix0r0Hv4jfon3+MvvlH6Vl8HD1MQoN6cT8Lgy9gfvAFLAw+f1OGQ7qiMJSz2FHIMJyzbkvz6TiOqXXSAKjhUt9kPYD0xQUy4yeS3zXjJ8mMn+DMu99PWO6h56OPUPzsJ3HHjtAeO0L78NFnNdzrWV+bhEFCCCGE2Koqrsf4UouL0ldI3CLF87AmTtPZs4/YytDz0UcYet8foKTvf73BYdyDh5h+0y8Q5QsQhjK9vdgS4jim40erwiGPetun7gTUHY96O0jPefhXmU7J1NVuZVHB1rvbK8eSddbSZOa020wJPcqVY/TPf43+ua/QP/c1jKAFbI1wyNJUsoZGrrvo5EyNrKGR1a89vNEPI1p+SMsPcPww3Q5peQFOEG6a4V9avUZm/ASdvQcIevsofvqf2PnbvwZArKp0du/FPXiY+de+nmBg45uGSxgkhBBCiC2v7YecrrY4W5W+QmLtqE6r+02uPX4S8+J5zv73PwRNY/g9/53cN76GeyAdYnbwEO7+Q0T5/EZfthDPShzHuH6UBEROQK2dVBs12kG36mh53fGvrDTSVIVCRqeQhkYFOwmMCvZKiLS8bUm10ZpQooBS5RgDc19hYO4r9F0rHBp6IZ1M3wZf7fUp0A2KsoaGH8W0/BDHD/A26ZzvWr1G+WP/m8zpk2ROn8KcmwFg6s1vofad34M+N0Phy19Ifz8cJLYyG3zFl5IwSAghhBDbRhDFnKs5nK60aEpfIXEbFT/5cQpf+QKZ8ZPdDwDe0A5Ov/fPACh84TNE2Szu/jEZYia2nY4fJiHRqoAoCY6S8KjRTo413eCKRtiQDFFbDobymSQ4yqcBUuGyfUtXpXfsDVKiIKkcuko4VCsdYm74YeaHHmJh8PkEhgTXN0qrLGGngU/m9Emaz30+1e/5frRqhUM//kPJjF4HDuEeGMMdO4J74BBRNrvRl/2MJAwSQgghxLYTxzEzrQ7jlRbzjrfRlyO2Oa1eI3P6JKrbpvHwSwA4+IbXYizMAeD3D+IeGKPxwm+l9h0v38hLFWJdRVFMq5OERssh0XJg1A2P3IBm26fVuXqAb2gK+TQkymd08raRrFfvWzr5NFjSb0Nfmq0qCYeeZmDmiwzOfom+hcfQwg6RolHpu5f5oYeZG3qIpf7nEmnmRl/uxotjjLlZ1HaLzt4DEEUc+MnXYc5OJ6cVBW9klMr3fD+VV/4QAGqrSZTbmsGahEFCCCGE2NZqHZ/xSosL9fam6Ssgtj+1USdzdjz5JvnMOJkzp2jd/zxm3/hmCEMO/OSP4e3cjbvvAJ19B3H3H8TbsVP6EIk7VhjFNN0kKGq6QTc0aq4KjJpu0F3Ca/xAzxgquUwSGOUyGjlLT7f1q25nzGv3qtlu1LBD3/zXGZhNwqGepSdQ4ohAy7A48EASDg0/TLXnLlDWJ1RTHYfSJz9G5Xtfdf3GyXFMz9/9NbVvf9maVt3kv/Q5sk89nvycPjuO1mriHL2Hc+98FwD9f/YBwkIB98AYnX1jW6Li50ZJGCSEEEKIO0InCDlbczhTcXDDK/tdCHHbpVMKq80mQ+//AzJnTmGdn0AJk4qIuR97A4uv+ZeozQbFz36Czt4DuHsPENv2Bl+4EJvLcn+jywOi5eCo1QlouStLsxMQXKPvjKpA1tLJWklwtLydtfR0f9V2RiNr6tiWti2Gr+leg4G5rzIw+0UGZr9EqXYKgI5ZZn7oIeaGv4W54W/ByY/etmvo+du/Yvi972bpla9m9g1vunogFMcMve/36f3oh5l545upvOIHb+rPUJtNrHOnyUycwTp7Gr1e4+L/858AGP3Pv0Lum4/R2bsfNw3m3bQP3HYVRjFOJ8D3I/7NC/bdUBikr8eFCSGEEELcDpaucaSvwKHePBfrbcYrDtWOTE0v1lH6ISfK55n+2bcmh3wP88J5MhOnaacfPjKnT7Hjf/wukAxL8IdHcPcdYOFHX5cMXQgCUNVkEeIOpCgKtqlhmxoDN9CSK45jvCBKwqFOEhyt3nY6IU4nWVdaHpNLybYXXPuLA1UB29ST67A0sqaGbenpWls5Z2pkTI2MoWGbanfb3ARhUmAWmB79Z0yP/jMArPY8g7NfYnDmCwzOfIHRC/8HgGZ+dxoMJT2HfHPt+qBVvvdVmNOT9H70wwBXBkKrgqClV746qSC6ljDEnJ7EOneGxkMvBk1j4IPvpf/Df7HynAtF3P1jyc9RXWf6Z99KmMtvqarMMIppeyFuurT9S7fbnZC2F9L2ktdx20te364X4njXf11fi1QGCSGEEGJbWXA8xistppsyNb3YROIYfWE+GWZ29jTW2dNkzp5i8q1vxz1wiNInPs7QH/4unT376Ozdn6z37Kd9+CixIX0/hFgrfhDheAEtdzksCnC85Q/bK9vJOkg/dCfnnmlYsqqwKiTSsAyNjKFiGRrWqnXG0K48pmuYhoqhqZiGiqWraKqytuFSHFOon2Fg9gsMzXyB/tmvYAQtYkWl0nsPc0MPMzf8LWvTb+iywKcbCF3reHofFIXMqePJjF4Tp7HOTaB6HQBO/8EH8XbuIveNr5EZP5kMyd27n6C3//rD0W6DMErCSC8I8fwIL4zw/AjXD+n4EZ3ldXDp/urzrh92AyD/BmZXswy1W8W2HEpmrSSgXA4u85bOf/reu2WYmBBCCCHuXI4fcLriMFGTqenF5pc58TSlT/8T1rkzWOfOojfqAJz8k78k7Oml8PlPkRk/ibdrL53de+mM7iLOyFAzIdZLHMd0gmilWiNdXH9l/8rtK0OBm6ngUBUwdRVT1zB0FVNPQqLl0EjXlHStYujJ9urjhr6yrakKmqqga0q6raIrIX2NcYYWH2Vo4VEGqo9jxj5oBtWB57A0/AIWhh+iVT6E8myqFq8S/Czv1170Upz7HsA6P4F1/izWuQkmf/EougpPAAAgAElEQVTf49z3XPJf+hw7fu+36Ow7gLtnP5009Gnv2kukG8RxTBjFRHHS0DyKY4IwORZGEUEYE0TpfhgTRFG6TraDMMYPIvwwJggj/HD1sVXHg5WQJwl+VpZr9be6Gk1VrhIKathGWlVmatiGdvXtNFzMmBqa+syBl/QMEkIIIYRIBVHM+XrSV6juBRt9OUI8szhGX1rEOn+W1nMeBEVh4IPvpfdvHkENkmGQsaLg7dzFmd/7QPJN+oljoGl0du0mtjIb/ASEENcSRUmolIREIW5aJeL5EZ00aPC7oUNI55L9dPGXQ4s0xEgDDP8mQ4qboRKhKgqKqqKqCqqSLMsFOYoCCgrpfyhAJnAZrc2ya26C0coUj/cd4FjfHva4Ff7jZ94DgKubXCjt4EJpmL8fezETPaMQRUSQhD1xUoUTx/FtmzBCVbgiPFsO2My0UitZa2k4d43FSPpOXV4Rtp6z4d1MGCQ9g4QQQgixremqwv5yjv3lHHOtDqerLaabnY2+LCGuTVEI+voJ+vq7h+Z//I3M/9gbkt4Z5yewzk+gtlvdoRGDH/xDck89nvQjGhqms2svzt33sfSDP5o8pOcRmzLcTIiNpqorvZFuh+UqGT+tbPHDaFWFTFItE1zl2OrjyxU3WqeO3TiP3biA1ZyEwCNEo6330sjupGnvoG0PYHY69C9M4RkWM4O7sVyHn/qTt1FuLHWvK1RUbL+DHoc4L34pf9b3c8z176Re6iNWVRQUCgrcB2mglFQwqQor4ZNKuk72NTXpNaUpCpqmoKfVT5qmol9eBZXuq+py1dRK6HMjFTfbkYRBQgghhLhjDOYsBnMWLS/gdNXhnAwhE1uJpuGN7sYb3U3jW15yyamZN/0C1sQZrAsT3bAIVe2GQfvf/K9QOy6d9P6dnbtpH7kLd+zI+j8PIcRtoyoKpq5g6ipYt/poQ8BYshn4lKe/yUDzmwzOfJ7o7/8Mr6LSqeuEbhJstR9+gHOv+nViRYdjDzE3vIPO6G4KX/4c5U/+A98++XW+ffLrLO30rj3LmFg3EgYJIYQQ4o6TM3XuGyxyV3+e87U2p6sODRlCJrYwb+cuvJ27aPBtKwdXtYOofM/3Y52fwLx4nuJnPoHWalL57lcwM3YEooi9v/RmvMFh/JGddEZG8UZ24Y3uIsrlN+DZCCE2WuGLnyFz6gTm5AWsyQsY01O0j97Nqf/825w6+gb2fOzNGLk6xs6Ygr1ISZ8kU/477n3kEywOPp+573qY1tCD5B75OOVP/sMVPYPgKrOMiXUlYZAQQggh7li6qrK/J8f+npUhZDPNjsxCJraHVR+yll71IyvH4xitVkEJQwDUtkOYL2CPn6D4hU+jREmD2/l//hMsvPb1aPUag+9/D97IaLrsxB8eIcrm1vXpCCHWjnn+LJkz45jTk5jTU5jTkxDHTPzWHwBQ/j//m9wTX8fbsTMJmp//MO6BQ937n3vnuy95PKNTZWDuKwyk09jfN/VpAAJNpfLDB3AeHiLbmkwCIJBAaBOQMEgIIYQQgpUhZI4fcqbaYqLWxgtvfNYXIbYMRSEs93Z3o1yeC29/Z7Lj+5iz05hTF/F27ARAryyRe/wxyp/8+CUPM/nvfpn6S78LY3qS8ic+hjc8gje8A394hKCnD57N7ENCiDWh1apYF85hzE5jzkxhTE9izM1y7p3vAlWl7yOPUP7Hv0v6jA0M4g/vpDO6qzu9+9Qv/AphLg/ajfU28q0yU7u+m6ld3w1xzK73v5OdT3wE/XmDFPNLPO+rbwOglRth4Z4X0tHvYvBjHwIkENooMpuYEEIIIcRVhFHMxUabM1WHiutv9OUIseEUt92tIDBmpmi+4FvwRneT//LnGX3n27sVRQCRaXL+P/4W7aP3YJ0ZJ/f4Y/iDw+kyRFgoyoc/IW6B6jiYk+cxZqYxZ6cx5mYwZqeZ+vlfISyV6f+LDzLw5x8EIFZV/MEhvOGdTP7S24myOYzpSZQwxB8aJjbWtrl8z9/+FcPvfXd3aBhAsXaK/rkvMzD7FfrnvoLl1QDwGhoLvQ9w8cEfYWHohbj24Jpey51GppYXQgghhFhDS22PM1WHi432bZvaVogtLQgw5meTCoSZKcyZKZZ+4EcIevvo+egjDP/x719y8yiT4fS7308wOEz28a+TGT+RBEUDgwT9AwTl3huuSBBiO1KdFtbZcYz5uZVlYZa5H/+3dPbso/SPf8/Iu/9r9/ZBsYQ/NMzkL/x7/B07MScvYMzP4g3twO8fBMNYx2t3KH3yY1S+91VXD33jiFL1JP2zX2LkiY9Q5gJG0ASgUdjH/NALWBh8AQsDD+Jmh9bturcDCYOEEEIIIW6DThgxUXU4W3Nw/HCjL0eILUNtNpPKhXQx52aYe/0biU2TgQ++l/4P/8Ult481jRP/62+JDZPSJz6Ode40fv8gQd8Afv8AQf8gQW/fBj0bIW5BOgxLbTbJfeNrGIvz6EsL6IsLGPNzLPzo62k98Hyy33iUPW9/S/duQamM3z/I7BvfTPvI3ejzc2TOnMIf2oE/OEyUzW7gk7pFUUi5eoyB2S8zMPcV+ua+hhG0AGjldrIw8CCLAw+wOPA8GsUDUlV4HRIGCSGEEELcRnEcM9PqcLbqMNPqbPTlCLHlqa0mxvwsxsI8+vwcWqPG4o+8DoCh976L8j/8HarndW8flMqc+tOkAe3AB9+LdWGCoLefoLePoKcPb2gHznOel9w4/fAtxO2k+B5atUps6ITlXlTHofdv/nIl6FlcQF9aYOE1P0blla/GvHieA2/6CQAiwyDo68cfGGLxh/45rec+H7XZwB4/gT8whN8/QGxlNvYJ3gRVAVvXyBrpomvYhkYYxTh+mCxBsu5cpTefEgWUqsfpm3uU/oVH6Zt7lExnEYCOWe4GQwsDz6PacxextrbD3LYyCYOEEEIIIdaJ44ecrTmcqzq40nBaiNsjjtEadfSFeYzFeZROh8aLXgrA4Pv+gNzjj6FXltBrVQDaB8aY+O0/BGDPW38Gc26GoFQmKPUQlsq0Dx2h8sofAiD7xDeITIuwXCYolYkz9oY8RbH5qM0mWqOGVq+h12totSp+/2ASNIYhu9/+FvRKBb26hNZsALD4qtcw93/9FEq7zZHXviJ53fX24/f1E/T1U/+Wb0vu7/tYkxcIevu2ZA8tTYE+2yRn6CuhT7pkNBXlBp9PEMW0V4VDjh/g+CHVjk/DSytw45hc8xz9c4/SN/8ofQuPUmicS+6vZaj03ctS3/1U+u6j0ncf7ezw7Xram966hUGKorwGeAdwFHhBHMc3lPBIGCSEEEKI7SaKY6abLmerDnOO98x3EEKsPd9Hr1ZQvQ7ezl0A9H7kQ5gXziUf5qsV9FqV9thhpn4xmd3o4E+8BqOy2H2IyMpQe+l3MvPTPw/Ajnf9JrFhEOaLhMUiYaGIu3c/nf1jAGjVClEut+ZNeMUaiWOUjovWbCaBjaLQ2bMPgNI//j3G3Gwa9lTR6jXcfQeZe8NPAzD2uh9Er9cuebjai76dqbckr51d7/glItsmKPcQ9PQSlntxD4x1p2BXfG9bvS7yhsZQ3mI4l6HfNtHU2xtgtfyA2VaH2VaHuZZHuCq7sNrz9C08Rv/co/QufJ1y9ThqlEz20LYHqfTdx1LvvVT67qfSdw+Bkb+t17pZ3EwYdKtTyz8JvBr4w1t8HCGEEEKILU1VFHYWbHYWbJpewNmqw7m6TE8vxLoyDIKBS2cjWvqB11z3Lhf//a8llR1pUKTVqt2wgDjGPnkMrV5Da9S7M6YtveIHmX3jGIrncejHkwqjyDCIsnnCXI7KK15F5ftejeo4DL3vDwhzOaJsjjCbJc7YOEfuwtu9D8XzsCZOE2VsItsmtjLJWje2XKXI7aA6LdRWC7XjJovjQBh2hwAWPvcpMufOoDoOajtZwkKJmZ/+dwDs+tX/m9zjj6EEQfcx24eOMvFfk4bmvR99BOvcWcJ8gbBYIiyWiC2re9u5n/i3xKraPRcWSwTlnu75C+/4jete/1YPgjRFYSBrMpSzGM5Z5MxbjQ9uTs7Q2V/W2V/OEcUxC47HbKvDTKtDgwGmdr2MqV0vA0ANPUqVY/QsPU7vwuP0LD3OyMV/BCBGoVE80K0gqvYcoV4+RKhv4T5La+CW/m/GcXwMuOESMCGEEEKIO0He1Ll3sMhd/QUmmy4TVYeFtlQLCbEZuQcPXfukonDm9z6QbEcRquOgNWrEZhoYKDDzxp9NQgunhdZqorZaBKUkMFDbDrnHvozmtFBdt/uwM2/4abzd+zBmp9n3ljdd8cdO//TPU33Z92GdGWf0199GbJjEpkVkmsSGycJrX49z73Mwz5+l768/RGyaxJpOrGnEmkbtO16ON7obc/IC+S9/HtLjsaaDptF4wcOE5V6M6Umyx54EFGKFbgDVfPAhonwBY+oi9vgJiOIkCItCiGPqL/p2Ytsmc+oE9vGnUNLjRBFK4LP0qh8lNk3yX/48ua9/DdX3IfBRggAl8Jl869tB0+j98F9Q+uwnUDod1E4HpeOConDqf/4VAMPv+R1Kn/mnS/5uVveLKn3mn8h/9YtEtk2UyRJls3gjo93bNh94Ae7e/UT5QhL45PMEfQPd8xPvfDexaV5z5rrad7z82q+NbapgagzlMgzlrHWp/rlRqqIwmLMYzFncSzJEOwmGXOZbHoFmUum/n0r//ZxJ/0kbnSo9S0/Qu/g4PYuPMzz1KfacTV5bMQrNwm5q5SPJ0nOYWvkI7eyOOyaIXbdoT1GUNwJvBNi9e/d6/bFCCCGEEBtGUxV2F212F20aXsC5msO5WvuqDTOFEJucqhLl80T5leEmsWFSecWrrnmXoK+f8Q98KNkJw6R6xXWJ0r5EQd8AF972X1BcF9Vto7bbqG6b9tgRACLbxrn7flTPQ/E9lHS9TK/XyX3zMRSvgxKGKGGQVM7c/wDe6G6siTMMffC9V1xXZ9e7aJd7yT79BCPv+s0rzp/53T+mky+Qf+wrDP/R711x3rnvufi2Te6bjzL4P//4ivPVl38/oWmSmThD8fOfItZ1Yt0gNgxi3UCJQmJNI7Jt/L4BIitDbFlEltX9uwGofuf30Lrvuem5DJGdJcrluucvvuU/gK5f88N75ZWvvurxZbEt/aEAcobGaMFmVzFD0Vq/KehvRdbQ2FfOsq+cJYxiZlouF+ouMy2XKB1N5ltl5na8mLkdL04OxDHZ1iSl6nFKleOUqicoV55m9MLHuo/rmSVq5UPdkKheOkizuBffLG3As7y9nrFnkKIo/whcrQPTr8Rx/JH0Np8CflF6BgkhhBBCXN9yb6GJWptZmYlMCHE7hWESIoUhShgm+0FAWCoTm2ZS6VSvJlU9y+KYYGCQ2DBRG3X0WpVYVZPARdWIVYWgtx80DaXjongeKCqoKrGqJEOjlm8vNq2MrjJasBktZOi1t/ZwttX8KGK64XKh4TLX6nAjHZJ1v0mxepLyqpCoWD2JHra7t3GtXpqFvclS3LuyXdhDpFnXefT1taY9g+I4/s61uSwhhBBCCLG6t5Djh91qIScIN/rShBDbjaYRa/Y1PxBH2WRo1bVEhSJeoXjN87GV2VJTnt/pTE1lZz7DaDFpAL0d270YqsruUpbdpSydMGKy0eZi3b3uUO3AyLM08ABLAw+sHIxC8s3zFOpnyTfOkm9MkG9MMDTzWfae/XD3ZjEKTm6EZmEvrfxu2tkh2tlh2vZwdzvUN2cF2vp2gBJCCCGEEF1ZQ+Nof4EjfXnmHI+JqsP0qhJ3IYQQ4lboqsJIPsNoIcNgzkLdhgHQtViayv5yjv3lHG0/5GKjzcWGS8X1n/nOqkazuI9mcd8Vp3S/mYRD9YluSFRoTFA+/3dYXu2K23tmibadhkRpQOTag3hmCc8s4q9aB3pu3arqbikMUhTlB4F3AwPA3yqK8o04jl+2JlcmhBBCCHGHUBSFoZzFUM6iE0RcaLQ5V3OodYJnvrMQQgixigIM5ix2F21G8plN0wR6I9mGxlhvnrHePA0v4Hy9zYV6G8e/+arcwMhT7b2Hau89V5zTgjaZ9iy2M4PtpOvu/gzlpafIdBav+dixouIZBXyzhG8Wk5DIKBJqFrGqEysakaoTqQaxohOpOrGqESkGsaqDeuM9n56xZ9DtID2DhBBCCCGeWc31OZe+YZWm00IIIa6nnDHYXUz6AGX0q8+QJlbEccxi2+d8vc1ko42/TmW5auhhufOYXh3Dq6XrOqZXw/AbK9tevXtOjTzUKECJAtT48vWlgZbyq/Ub6hkkYZAQQgghxCYXxTEzrQ7naw7TzRtriCmEEGL7y+oau9JZKwuWdIF5tpZnJDtfbzOz1X7PxlE3HDLikFfce3htGkgLIYQQQoiNpSpJz4eRfEaGkQkhxB3OUBV2FjLsLtr0bdNG0OtNU1cmd+iEEZP1NufrbZZupL/QRlNUYs0k5OZeCxIGCSGEEEJsIZaucrAnx8GeHLWOz4V0GFk7kGFkQgixXakKDKV9gIZz0gfodrI0lf09Ofb35Gh6Qff3bPNZ9BfazCQMEkIIIYTYokqWQWnA4O7+AottL+174K5b3wMhhBC3V59tsKtoM1qwMTV1oy/njpM3dY72FzjaX2Ap/T17seHibYM+fhIGCSGEEEJscYqi0J+16M9aPGcoZqbZ4UK9LdPUCyHEFlQwkz5Auwo2OVM+sm8WvbZJr21y32CR2Vb6e7bpEm7R37PyyhJCCCGE2EZURWGkkGGkkMEPIyabLhfqbeYdb6MvTQghxDVYmspoMekD1JMxN/pyxHWoisKOfIYd+Qx+FDHVSBpPb7XfsxIGCSGEEEJsU4amsreUZW8pSzsImWy4XNwqDTGFEGKbM9RkcoDRos1gVhpBb0WGqrKnlGXP8u/ZusuFRpvKFvg9K2GQEEIIIcQdwNa1buNpxw+ZbCR9D7bCG1YhhNguNAWG8xl2FWyGcpY0gt5GbF3jYG+Og71J4+mLjTYX6i4Nb3PO/ClhkBBCCCHEHSZraIz15hnrzeP4ARcbLhcbLlUJhoQQYs0pJDOBjRZtRvIWuiqNoLe7vKlzpK/Akb4CNdfnQqPNxbqLE2yeGckkDBJCCCGEuINlDZ1DvXkO9eZpecvBUJtaZ3N+kymEEFtFv22yq2gzUshgyUxgd6xSxqCUSWb+XHJ9LqQzf3Y2eEYyCYOEEEIIIQQAOVPncF+ew31JMDTVdJlquiy2pWJICCFuRL9tsrOQYWchQ0bXNvpyxCaiKAp9tkmfbXL/YJGFtsfFhsvUBgVDEgYJIYQQQogr5Ey9O5TMDUKmmx2mmi7zTkemqxdCiJQC9GeTAGgkLwGQuDGKojCQtRjIWjxng4IhCYOEEEIIIcR1ZXSNfeUs+8pZ/DBippUEQ7OtDoEkQ0KIO4wCDGRNRiQAEmvgasHQZMO97UPJJAwSQgghhBA3zNBUdhVtdhVtwihmzukw3XSZaXVwg43tfyCEELeLqkC/bXUrgCxdegCJtbc6GLp/VTA01XTX/HeshEFCCCGEEOJZ0VSFHfkMO/IZAKqu3w2GZMp6IcRWp6sKwzmLkXyGoZyFIU2gxTq6PBiquD5TTZfpZmdNpquXMEgIIYQQQqyJcsagnDE42l/ADUJmWx1mmh1mHRlOJoTYGjK6yo58Uv0zkDVRFWWjL0kIFEWh1zbptU3uGYCGFzCdVgwtPcsvXyQMEkIIIYQQay6ja+wpZdlTyhLFMQuOx0yrw0zLpemFG315QgjRVTB1duSTCqCejIEiAZDY5AqmTqEvz6G+Syd5qLjeDT+GhEFCCCGEEOK2UhWFwZzFYM7iPoo4fsBsy2Ou1WHO6eBL1ZAQYh0l/X9MhvMZhnMWeVM+Fouta/UkD0F0432F5FUvhBBCCCHWVdbQ2VfW2VfOEscxFddnNg2Glto+Eg0JIdZaVtcYylkM55MeLLoq1T9i+9HVG+9rJWGQEEIIIYTYMKv7IBylgB9FzLc85pwOc60OTV+GlAkhbp4C9GfNJADKWRQtY6MvSYhNRcIgIYQQQgixaRiqykghw0ghmaHM8UMWnA7zbY95x8ORcEgIcQ05Q2MwazGYMxnMyuxfQlyPhEFCCCGEEGLTyhoau0tZdpeyQBIOzTsd5h2PhbaEQ0LcySxNZSBrMpAGQDlDPt4KcaPkX4sQQgghhNgyssbKLGUALT9gwfEkHBLiDqAp0GebSUP6rEXJ0mXmLyGeJQmDhBBCCCHElpUzdHIlvRsOtYOQpbbHYttnse1RdaUhtRBblaZAT8akP2sykDXpzZho0vhZiDUhYZAQQgghhNg2bF1jZ8FmZ8EGIIhiKu5KOLTU9mQqeyE2KV1V6LNN+tOlxzZQpfJHiNtCwiAhhBBCCLFt6arCQDaZShogjmMaXsBi26fi+lRcj3onkOohITaAqan02wb9tkVf1qQsw76EWDcSBgkhhBBCiDuGoigULYOiZbAvPRZGMdXOcjjkU2l7MqW9EGtMAYqWTm/GpNc26M2Y5E1Nwh8hNoiEQUIIIYQQ4o6mpUNT+myze8wPo5VwyPWpdnxpTi3ETcjo6qrgx6CcMdGl348Qm4aEQUIIIYQQQlzG0NRkxqKc1T3mhxG1TkCtk4RDNden7gVICyJxpzNVhVLGoGwZ9NoGPRmTrKFt9GUJIa5DwiAhhBBCCCFugKGp9GeTmY2WRWkPoprrd4OiWiegE0YbeKVC3D62rlLOGJSsJPwpZwwJfoTYgiQMEkIIIYQQ4llSFYWSlXwwXs0LI+qdgIYXUPd8Gp2AuhfgBhISia1BVSBv6BQtnXJa9VOyDCxd3ehLE0KsAQmDhBBCCCGEWGPmVaqIIBlqVveCbjjU8AKaXoDjhzKjmdgQq0Ofgpmsi6ZBztRkWnchtjEJg4QQQgghhFgnhqZe0awa/v/27i7E8rqO4/j7cx5mdnd2zQujxFUUCm+6SFmEMCyywsgeLrooKMguvKkwurA2L6LLCKKLoBA1jCwLTYqI0kioLiwfUsynMBFcKTYJyV1XZ8453y7Of7bZmnGXnXPO353/+wWH/8P57/y+M/wYzn7m9zCdbvby2pgjqyOOrB9XxxxdMyjSbCz1wsrSgL3DPnvXQ5/lIStDQx+piwyDJEmSpJb1EvYuDdi79P8fzydVHG0CopfXxtPXaHz83PWJtG6p32PvsH9C6LPSHJf6Tu+S9F+GQZIkSdLrWC9h39J0Cs9mRpPi2NqYo6MNYdHamGOjCa+MxrwyGjN2aNGOsKvfY/ewz55hnz2DPruHfXYPptcrw76Bj6RTtq0wKMk3gA8Bq8DfgGuq6sVZFCZJkiTp5Aa9sG95wL7lrT/ar46nwdB6QLQxKDo2mvDqaMKr4wnjMjVqwyBhedBj16DHcr/PruZ8PehZD36cziVpVrY7Muge4GBVjZJ8HTgIfGn7ZUmSJEmalaV+j6V+j7OWX/u50aRYHU+nnq0HRKvj6XH93up4wtqkWJtMWBuXAdImhr2w1O8x7PdY2nC+3LymYU//+Pmg54geSYu1rTCoqu7ecHkf8LHtlSNJkiSpLYNeGPQG7Bme+r+ZVLH2PwHR2mTC6rgYTSaMJtPAaDwpRuvHDffG1VxPignFpKCqOc7vWwWmO2n1E3oJyXRKXr+5N+j16PfS/EzCIGmueyfcG/Z7x8OfpeY8juCR9Do3yzWDPgP8eKs3k1wLXAtwwQUXzLBZSZIkSW3pJSwP+pxk0NFpqSoKTgiIJhTVXAOQEw4nnG2802vCnukLAxtJnXbSMCjJb4A3b/LWDVX1s+aZG4ARcNtWX6eqbgRuBDhw4IBjSSVJkiS9piTHg5zNQh5J0uk5aRhUVe99rfeTfBq4GriyygnDkiRJkiRJr2fb3U3sKuB64F1V9fJsSpIkSZIkSdK8bHfZ+m8D+4B7kjyc5LszqEmSJEmSJElzst3dxN4yq0IkSZIkSZI0f9sdGSRJkiRJkqQziGGQJEmSJElShxgGSZIkSZIkdYhhkCRJkiRJUocYBkmSJEmSJHWIYZAkSZIkSVKHGAZJkiRJkiR1iGGQJEmSJElShxgGSZIkSZIkdYhhkCRJkiRJUocYBkmSJEmSJHWIYZAkSZIkSVKHGAZJkiRJkiR1iGGQJEmSJElShxgGSZIkSZIkdYhhkCRJkiRJUoekqhbfaPIS8NTCG5YW6xzghbaLkObMfq4usJ+rC+zn6gL7ubrg4qrad7KHBouoZBNPVdWBltqWFiLJA/Zz7XT2c3WB/VxdYD9XF9jP1QVJHjiV55wmJkmSJEmS1CGGQZIkSZIkSR3SVhh0Y0vtSotkP1cX2M/VBfZzdYH9XF1gP1cXnFI/b2UBaUmSJEmSJLXDaWKSJEmSJEkdYhgkSZIkSZLUIQsNg5JcleSpJE8n+fIi25YWJcktSQ4n+UvbtUjzkuT8JPcmeTzJY0mua7smadaS7ErypySPNP38a23XJM1Dkn6SPyf5Rdu1SPOS5NkkjyZ5+FS33pbONEnOTnJHkieTPJHkHVs+u6g1g5L0gb8C7wMOAfcDn6iqxxdSgLQgSa4AjgDfr6q3tV2PNA9JzgXOraqHkuwDHgQ+6u907SRJAqxU1ZEkQ+APwHVVdV/LpUkzleSLwAHgrKq6uu16pHlI8ixwoKpeaLsWaV6S3Ar8vqpuSrIE7KmqFzd7dpEjgy4Dnq6qZ6pqFbgd+MgC25cWoqp+B/yr7Tqkeaqqv1fVQ835S8ATwHntViXNVk0daS6HzcudN7SjJNkPfBC4qe1aJEmnL8kbgCuAmwGqanWrIAgWGwadBzy34foQ/sdBks54SS4ELgH+2G4l0uw102ceBg4D91SV/Vw7zbeA64FJ24VIc1bA3UkeTHJt28VIc3AR8E/ge83U35uSrGz1sAtIS5JOW5K9wJ3AF6rq323XI81aVY2r6u3AfuCyJE7/1Y6R5GrgcFU92HYt0g3OuWIAAAGTSURBVAK8s6ouBT4AfLZZ2kHaSQbApcB3quoS4Ciw5VrNiwyDngfO33C9v7knSToDNWuo3AncVlU/bbseaZ6aYdb3Ale1XYs0Q5cDH27WUrkdeE+SH7RbkjQfVfV8czwM3MV0GRNpJzkEHNowivkOpuHQphYZBt0PvDXJRc1CRh8Hfr7A9iVJM9IsrHsz8ERVfbPteqR5SPLGJGc357uZboLxZLtVSbNTVQeran9VXcj0s/lvq+qTLZclzVySlWbDC5ppM+8H3PlXO0pV/QN4LsnFza0rgS03dxkspCqgqkZJPgf8GugDt1TVY4tqX1qUJD8C3g2ck+QQ8NWqurndqqSZuxz4FPBos54KwFeq6pct1iTN2rnArc2OqD3gJ1Xl1tuSdOZ5E3DX9G9ZDIAfVtWv2i1JmovPA7c1A3CeAa7Z6sGFbS0vSZIkSZKk9rmAtCRJkiRJUocYBkmSJEmSJHWIYZAkSZIkSVKHGAZJkiRJkiR1iGGQJEmSJElShxgGSZIkSZIkdYhhkCRJkiRJUof8BwtspdvQHUTUAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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38Jan/QIA7/3cW9jQnlt2+1c33MCf3fTTAPzzp95MyW8B8KT09s9v2spbunuA1/LxT/w2TrwHPvji3sd/8pqncvvjX4alwXvufDOhYRIYFoFpE5oW39z1FL7xmJvJxj4v/9IHiWyH2HKIbZvYcZnYfgPVHdeTVQEbDz+Alsth5HPohRxmPo9ZLmG69rkrc1YwoAtjRRhHtBdOPPM2ho8coe8j/8xU13/ISrAHn3QL5sHJpC+SvhAWLTbo1knGhcbdWq9B9+Lqb0l/J7Xw8MRLmpQvbVoOLDZHT8OeM5qmpw3RhRBCiKuJAqbbPtNtn+9O1RnM2mwsZhjNu9hSMSSEOI/LFgZpmvZ64PUAmzdvvlxPK9axWCkafkjdS7aloY9M33hoRnUe+9QJjEYdvdXEaDXR2y2mX/wqWrFG8e5PMXDvl9BbTcx2i67tUrrr3/jAMZ2WneOZWx7LTfd8gdI9X+g9Zsew+YUXVgB447f+g6ecuh/PsPANE9+w6LglPv3tU+gajAUOfm6IyLSILJvYsqkXKhQzFqah890n3MJ4u4YyTDCTrVOqcOv1o5iGxgOVn+Gg10YzdNB0NE3DK5T4f67Zgq5p3D/2BvaGAdpCM0al8PJFfnLjNQB8e+DX0MMA4hhNKVQc8fn23bgjH0EpnW++6CfRg6QiibRCKRjZyg/vGCQOAg5edyN6FKL7PkbgYwY+kWHQ9kKCZpOxYwewQx8rCrDDAEtFvHeyzUem82xozfDeu992xvfkb37oJXxy+w+zrT3N73/5djpOhq6bw3ezBNkc37/xmcxv203fDz2HRx2bI3/PN1CzLdrPfyEb7vks5bvvfPiVWhcbNCkIwhg4/7LmV2ojciGEEGKtUcBU22eq7fMdrcZQ1mFTMcOGvIO5ytXLQoi1R1Mr9KI4nSb2yQtpIH3jjTeq++67b0WeVwilFE0/ou4HveCn7ifhj0Q+oPk+Rm0eszqPWavSvu4G4lye7A++S+nfP4NRr6HV6+j1Gmajzqfe+KdMZipcd/dHefoXPnLG4736+W+m5hR44aGv8Izj36FlubSsDE0rQ8ew+cS1P0wm8rkmDyPdGmSzqGwGLZdDz2UJhkdxbZ2MZeDYBo5pYJs6jqVjm8lmXsg7WXGEGXUwwzZGmIzJfjpGPnrkYcQ+euSjp2Ny7KHHQXKf2EeLQzQVoxGDUmgqSo8VqBhNxVSn76dqddBI4o1SkKUydANKM1C6idL0ZL83Jltk2ESGm24OkeESm84Z5wJl0lIZmlaRVmCiHz1F3G6jWm1otdDabY5u3MnJ/jGc6Umees/HsDotnE4Lt9sm47W5/bEv5StD1/O4qf285au3n/El+4Obfob7r3kMT5g/xKu//Qk62QJ+rkCQLxKVShx/8s1ow8NUoi6VsI09MoSWzZ63Amjydb/8iKYELvQ5Ou/HLnnOidf/6hXViFwIIYRYbYamMZJ32FjIMJJzMGRVMiGuapqmfUspdeND3k/CIHEl8aOYajeg6gXUugF1P6Thr8+pXZrXxTl+FHNuNtnmZzGqVeZvfTH+5q3kvnEvo+94K2anvezj3vOa/8kDlS1c94Ov8dJvfoyqlaVu56jbyfhPu57FvFtkY2uaa/0qcbFIXCyiFQoYxQJu1iHnmORck5xjknVMco7BNf/yHjbc+a8s/Hlxvhf3WhxgezVsv4YZNLD9RjIGdUy/mYxBE8uvYwUNLL+BFTSWBz9R92F93WLNJDJsYt0mXhh1sxfkgJaMmp4EO2jUquNUrS6FMEOpbzuN2QM0rC6VwKFQ3IhGjB5HiyFSbwySACryHtb1BmaOwC4QmnkCO09gFQisAqGVx7dL+E4Zz+nDc/vwnT48p0LLKtPqQDQ1TVSt0f/udxDoJpGu883X/CqTbpmBgw/w9G/cRbbdINdtkvdaZEOPX/nR3+BgeYznH/4av/bdjwLgGRb1TJFWtshHXvTfiIY3sG3mCDu/+jny4wfJhD75oEXwnOcx9fO/evEVRw81fe1y9J8SQggh1glT1xjNu2wqZhjKnmfquRDiinVZwyBN0/4J+FFgAJgE3qyUes+57i9hkLgQ3TDqBT/VbkjVC2gHD28p7itKHIOuozcbFL7+lV7YY83NYM7NMvPK19J44lPQ/uu/uO6P/vuyD225ef7h5p/ma/07qUwc5dmHvk7VyTPvFKg6eapOnpmhjbjFPIWMRSFjknctitlkLGRMihmLfMYi6xhnrCh1NnrYZex972Dgy3fRfsZTaP/oj9D/H3dSOPBtwl3XEG7bhO3XsP0qtpdsVtg6/5dAM5Lgwy4sBiB2gcDMEZkZQjPbG0MzR2hmiMxsepzsJxU3NrHuEBs2URr+oF14mfS5Vg17WKuJKYUe+xhRFyPsYkQeeuz19o2oixm2sPxmEoAFjTQQa6THzeQ43bf9GnocnPWpIsPBc/qIGyFM1Qm7OmHHoL7tcUzd8nK62SE6mWG67gDKsJNVspodmqGi6SviY8cp7L8fbW4Wq1rFrlfJNqv85VN/ilOxzat/8Gl+fN/nz3jen3/F2zArJW4+8p/smDpIWOknGhiEoSGs4SGM63bh2GeZnXyuwEeCICGEEOKScU2dTYUMm4sZSq612pcjhFghl70y6GJIGCRO1w0j5rtBb6t2A7zo/L1GrkRa4KMFAXE2h9bt0HfnHVgzU5gz01jTU1gzU8y84jVMvegVdA6P86Q3vg6ATiZPPVdiLlPikzufwT3l7bidFo+eOchMpsScW6SVK5HPuxSzFqXeZlPKWRQzVm98yClYcYTjzeN0Z3G70zjd2WTz5nG8ud6+7c3hdOfOGewoBZGvEVhFOoNb8J1KUs1il/GddLOKBHZxWegT2AUiI7PqL/pPD3xuecHfoOs6GmkD4zjm3+/6Rb7Qn9x+821/DWkgtNDk+NJeoMIMmovfC28OpzuPnX6fSt//Krnpw6jhEnrBJNOaQNfO/J3qOv10s8N0MoN0M8N0MkO0c6O0c2O0c2N0siMo3VzytAqv65N97+0YX/8GXdMh0A28gSHufP7PUu+E3PK1f+MZ+75CudtET78SXcPipS94CxnH5Gf3fpod88dolwfw+weJhoZRY6NUHtzD9rs+TPO2Fz3i6WdCCCGEuHAlx2RTMcOmYoaMrEgmxBVNwiCxZkWxouoFzHV85rsBc92rqOInDJNVs/IFUIqBD/0f7KlTWJMTWFMTmHOzzN/2UiZ+7pdp1ts88adehJfNUy/0MZurMOWWuHf4Br5SugYtihjsVJlzi4SGRSFrUcnZVHIW5byd7KdjOW+TtY1zl/oqhRXUcTvTvc3pzuB2Z9LQZyY9nsXx5tDUmaFBrFt4TgXP6cdzK3hOH+aDxzD3HKK+60amn/mydLpSJQl6zALD//C/V/zFvAZYhoaVrlJl6Xrv2NI1LCMZDU3D6K1gtXSf3v7CfZIVrJIVrRZWsvr79/8m71R389LmTv7gFz+CfpbKnziO+YO/eQUfy+/nDdqz+bmf/IuzfOmTVazihRF15jmlUCyuiBX3VsFi2YpY8ZL9ZLWvhS1OlkuPFWEUM/D3f3Xm1z2OGXvvnzP45U/Q+dEn4/3IE3E7U2Q6U7idSTKdadz2JK43u/xz1Aw62eFeONTOjmH+117se7/D9JNv49hP/3eG/uFvz/p97nY8vFNT+KcmCear7Nl8A9VWwI1fvIMdh75HuTlHpVNHR3E8P8jPP+u3AHjz19/LaHOGluXS7hukff2jCbZeS/TYx1HJ22Sd8/ysCyGEEOJh04DBrM3mYobRgiuNp4W4AkkYJNYEpRTNIFoMfjoBNS+4chs7K4XmdVFuBoC+f/sIzpFDWFMT2JOnMGdnaNz0NE789h8SxYodr3sVoaZTKw0wnevjVKbCd8pbuLdwDWGkcEIfz7QBKGYt+vM2fQWH/oJNX96hL58EPqXsOSp6VIztVdMX9FNJ0NOdPm0/2YzYP+PDI93GcwfoZgbw3H667kByvGTfc/vx3H4Cq7AszFmpxr+6Bo6h4xgGjqnjGDpuOjqGjmMavX3L0C7bHyX1+Sk+fOfb+NnXvv2sQdCCOI557wffxCtf+NsUK0OX5drORSnF5Fvfyvz7P0Dpta+l9D9+qxcc+VGMF0Z0/+LPiT/8T4QvexXtX/o1/PQ2P4rxohgV+mQ6k+SaJ8i2FrdcOmZap5Z9q2PNpJXfSDCv4OAM81ufwKnn/CTN4lba2Q2gn//dxaDj0TkxQWeuztHKKNWWz01//SdUvAYFv01ft44Th3x7cAe/+7RfAODtX343jq6ol4doDwzhD23A27YD7frr6C845CQsEkIIIR4xQ9MYK7hsLmYYlP5CQlwxJAwSqyKKFfPdgNmOz2zHZ67r40dXWPSjVC/YyH/jXjL792CfOoE1cRJ74iT+6EaOvP1vANjypl9Cn52hURlirtjPVKbC3tJG/mNgN/NNHxXHaVNicEydgaKThD15m/6CQ9+S0Mcy9WXXYAbNJVUbC2HP1Gn702ftG+NbRbqZwWRzB8+677kDZwQ8F+NClgQ3NY2MqVO56+Not91GplgkaxpkLIOMqZMxDawLWTlMXJC5D/4jk3/yJ1R+8icY/p3fOesfbUsDo+Hf+z36XvuaZbeHcUw3jOmEEZ0gopPut/0Q691/Sf4TH6H1gmfRue0Wsq0T5JtHyTXGyTfGKcwfxNAWfx4j3aKV30Qrv5lmYQvNwjU0StfSKG7Dc/rO/LlZEh4umH3BSzn2glfSqLY4makw3/J54r/+PcWpE5Sr0/S15jFUzOc238g7Hv9qUIp33fNOGvkK9f5hOsOjRKNjqG3byG7cQF/exrGk/F0IIYS4GFnTYHMpw5ZShpx1lv5/Qog1Q8IgcVl4Ycxs12e2nYQ/VS+4olb2so+NkzmwD/vEMeyTx7BPHkfvdjn4tx8EYOxtb6bwza/SHRim3j/CTGmQ8dIG7t72VKbrXaqNLhGLYUbGNhgoOslWWD7mXTN5cR5HuN0ZMp0pMu2JJOxpTybhTnuCTBr+mGH7jOv1rQLdzBDdzBCdhTGbjEnQM0TXHSA23cvy9TM0jZxlkLMNcpaZ7FsLYY+BLUHPZRU1W9Q+/nEqr/nx8757p5Ri/h8/ROklL8HI5y7osZcGTQO/9dt0oyQkagURDS9Z1a/Z9Snf/jaGvvYJurc9A+2afvKNI+Qb4+SaR5etqObZJRrFbTRK22gUr6VRuBbnM/eS+8TdzL3wZRfeMyiKiCcmqLYCTrplarN1fuRD76IwO0F/dQonSsKpD+16Fh+47nnk/Ta/8+1/Yr5/hObwGMHYJtTWLWTHNjBQdClkTHnnUwghhDiPwazNllKWsbwry9QLsQZJGCQuiaYfMtvxmUkrf5r+Gu/1E4bYp07gHB/HPnE8CX1OneDoH78dZdkMp71VlK7jDW+gMbiB6coIn376K5lu+DSm5jnRUXhqMdSwTZ3BosNQyWWwlAQ9g0WXgYJD3oqTkKczmQQ77Yk06JnsBT1uZxpdLf+6xbq1pIHvMJ3scBr4DKcrPyWBT2RmL/dXEEvXyNtp0GOb5K00+LENXEOXF87rxIUGTVEcM/n+DxI/71aalkPDj5KgyPOxmhMU6gcp1A8lYy3Zd725xY9XJo3KDuqlbTSK29H+8wD23f/J5C2vYPJ1v3JxlWxKYczNEI0fY9oucDzbT3D0GM/5x3fQNzeBEy5OnXznY1/OZ7Y+mTGvygtOfovW8Bj+xk1oW7ZQHiwzUHQo52z5o1cIIYRIWbrGxkJSLdSXsVf7coQQKQmDxCOmlKLuh8ykVT8zHZ9uuDZX+NI6HZzjR7GPj+McP8rcC3+MqNxH3x3/zPD7bu/dL+jrpz0yxtd/6o0cUy7d8WPUqi0eUAXmuoufm65Bf8FhsOgwWHKT8KdgstmuMxJPk+2cItueINM+RaY9SaaThj7dmTOuLTCzdLIb0oBnmE52JA18hnrhj+f2XdSS55dC1jIo2OaSzSBvm7iyooRYIe0gXLZq4Hw3IIxixt7zdoa/9nHCH3k06tGbKdQPUawdJNs+2fvYKNBo60PM7vhhaqWd1Ms7qZd24GUGHt7FxDHm3CzGsXGiQ0c4vPV6jmQGKH/7m7z8w+/orYIGMJUp85Yn/kNyKE8AACAASURBVAQH+rewQ2+zLW4QbN5KbqS/V/nXl7cfeqU+IYQQ4ipVtE22lJJl6h3521GIVSVhkLhosVJUuwEzHZ+Zts9cx8dfY3O+9HYL+9g4wfAIUbmP7Pe+zeg7/3+smanefZRhcOSP3s6JLbtp7X0Qfc8DHMwM8IBe4VgHusFi6ONYOkMll+GSw2guYrPd5Fpzmi3xcUrdU0nY05kk0z6F25lBO631tW8VknBn6ZYZoZMd7h2HVv6yfX0eiq5B3jIpOuay4Cdvm1LxIC47pRSn3vcBam97K+HLX8XMz/0yNT/sTTU1gybF2gGK1f2MfPWjlOb2Yo1Y2KrVe4yu00e9tIN6eSe18m5qlV3Ui9sf0VRJzfexJk5gHz+GOnwEffwIX33WKzlqFNj1pU/ywnv+BYCqneNoYZhjhWE+cP3zMPsrDGcNKuUcgyU3rRpM+oTJ75cQQoj1QNdgQ97lmlJWmk4LsUokDBIPKYxj5jpBb8rXXCcgWoWfh7NKmzgb1Xn6P/5hnKOHcY4ewZpOQp+Tv/Imas++FfPYUYofeh9TlQ0cKwyx3+lnD0VONUOCJY2rixmD0TxsynTZYlXZpk+wIz7MZv9Qr8rn9EbMSyt6knGEdjounF9LQc9SGpCzDIqORdFJwp9iGvro8o+yWENOn34WK0XNC5nv+EynwbQXxaAUlU99nNrNz8XSOxSr+5OgqHaAUrq/0GdLaTqNwjXUyruSrbKbenkXnczww26YvsCozuMe3I99bBz9yBHMo0fInjrB7b/+TiY6imd8/p946r6vcqQwwpHiCOPFEY4WRzi1ZTcD6dTSwWJSbTiYTj3TJSgSQghxFcpZBltLWbaUMlJpLsRlJGGQOEM3jBb7/bTXyBLvSmGfOIYzfgj3yCGc8cM444epPvO5zL7yJzDqNbb/7CvxxjZTH93MZN8o48URvlfcyEHPZrreJVwS+gy4EZvcNteas2zXjrNbPcijvO8zFJxa9rSxZtDNDNPObUgDng20c6PpmBw/kpW2LifX1Ck5FqU08Ck6FgWp9BFXiaXTVafaHjNtn+BsFYsqJtc8Sml+L6XqfkrVvZSqe8m1FqeaeXYprR7anY7XUS9eizIeYZ+D01YgzN/3dcwjh3GPHsHqtmlnC/zR69/BTN3jR775KfKdBuPFEY4UN3CisoFCOZ+GQ0lYNJSOvabzQgghxBVMqoWEuLzWdBj0Q497vPrivV+n5JiyrPQlopSi6Ue9qp/Zjk8rWN1mz0a9hnPkEM74IaJ8gfrNz4EoYterX4Due0kT59GNNEa38OANN/Gtax7PRLXL1GyTiUawrNJnxGpzrTXDTu0Y10X72R0fZJt2kryWrFYUGi7t3Bjt3OjimB3tBT7dzCBKv7KWxTQ0KKShT2nJKCt2ifVEKUXVC5lpe0yl/czC80xnNf0Gpeq+NBzaR6m6j2J1f29ls1i3qBe3U6vsplq5rhcUBXZxJS4Wc2Yac26W7q7rABh9+x9T+Pq96EHSvDrWNB645jG8/ek/x0zdY+f0YWYyJaYzZVzbYKC4UE2UhEVDaQ8z15Z3WIUQQlx5pFpIiEtvTYdB2294jPrTj34GgIxppC9qkxe2C71MJDG+OO0gShuy+lTTxqxnfff8cogizOocYf8gABve9WfkvvVNrPnZ3l0aT7iJ+9/0h0zMd7G/+hXGtSz3U+BYG/xo8Xs/rNfZoR/nOnWIHdoJdurH2aEdx7YM2rmNtPNjtLOjtJYFP2P4TuWKqOo5l8ySap9ktMjbhvxeCHGahV5nEy2PiWaXqhdewAdF5JvjlOf3UJrfm4zVvcsawLdyY9Qq11FNK4iqld10sqMr8/+VKMKaPIU7fgjn8CGiQoH5F76MOIrZ+RMvwWo18dwcE4MbGS+P8tXB3dxT3LaskrOQMdNwaLGiaLDo0l+QRtZCCCHWPg0YLSTVQkM5Z7UvR4iryhUTBp2NrtGb7lJyTHK2SSFdylr6nYAfxcx3A+Y6fm9FHi9avVW+nPHDZB74Pu7hg7iHDuCMHyYslzn4d/8EQOXv3k0wM8fJvlEOZco8YJbZGxVohouVOQNU2ZUGPbu0Y2zXT7ExH6EXBmnnx2jlN9HKbaSd30grvwnfLl/RYc8CXYOCvVjpU3YtqfYR4hHoBBETLY9TzS7Tbf+i+qA5nWlK1b2U5/dSSgOiQv1wr3G8bxUXK4hWcprZAqXI7L0f58ihNCg6iHPkEPO3vpiTr/k55mdrPObNv8Hk4CaOVMbYm9/Ad+whJtTiH9G6Bn15J5luVnKXTT8rZS0JlIUQQqw5Bdvk2nKWzcWMzBoRYgVc0WHQuWgky1/nbZP8wpjuZ62rr2oiiGIaftjbmn5EzQtWbbqXUa/hHjqAezAJfE6+4bfAMBj5339J5dOfIMwXqI9tZap/iKOFPr40fB1H2xazYab3GAXa7NKOsVM/xnZjik35iJGSjV0eolnYQisNezqZEdCvrtJR29B7lT7ldCw40tBZiEslihXTbY9TTY+JVpdOePGhuRG2KVYPUK4uVhEVq/vOPc0sbVgd2KWV+STiGC0IUI6DOTvNyN/8Je6hB7Fmp3t3GX/9r7PnSc+kfmIK9/7vsSe3gf3kma57y6bX2qaehENpSNQLi0ouGZl2JoQQYpUZmsamYoZt5Swl11rtyxHiinVVhkHno2uQs0wypk7GNHAto7efbDrOGpyXqpSiHUTLAp+F/dWs9jGqc8TZPMq2KXz5iwy9/3bsqcne7d3+Ab78M7/IsSCmdXyWEx2L71kbUVryNbbx2aGdYIc5yeZMh40FjZH+HG5lhHZxM838lit+Ktf55G0jDX0Wp3plrLX38yfEepJMJ+tysuFR9YKH/oBzOds0s/k9uN7iVNh2dkMvGKqVd1Mr76KZ37xiIbdRr+EcehD38IM0n3AT/uatFL72ZTa+7c0AhIUi3Wu3U928nfuf/GyOGUWm6l2max7T9S5zTZ+l//wvTDtbmG42JNPOhBBCrKI+1+LaSo6NBVfeOBXiIq27MOhC6Bq4S8Ih29AxdQ1L17F0DWvJsalrWMbibUurjpRSvd4NC18+RXpOJT0svCjGj2K8hS1cfuyn57woXvUVvfR2i+z3v5NW/ezHPXgAa26WI3/4Z8xuHIV7v8TAV+7hSGGQH+TG+Gp+J3Ppu946MVu1Ca6159mc9Rktmwz1V8gPb6Rduuaqmc51LqauLevrU3KS6Y2mrOQlxJrW8kNONLocb3apdh9BMLTEwjSz0vxiw+pC/RC6Sqo5QyNDvbxzSUi0i3ppx8o0qwY0z8M5cqj3//LMwf04R49w8F3vJRjdSOkLn6P0hc/Q3baT1jXbOTmylXGnj5mmz1QaEk3XPJrdxb5LMu1MCCHEanIMnS2lDNeWs2StK2vxFyFWi4RBK0yDVQ9tVoJRncd9cB+ZB/fTvuExtG94DO6BvVzzpl9CaRqNSh+nKgPsL4zwqaEncCQ72vvYYW2ebXaVTfmQDRWHoYE+Chs2ExY3XnErcz0cecvoNTlfCH6uxumJQqw3LT/kRLPL8cbKBUML9MijWHvwjJDI9mu9+7SzI9RLO6mVd1Iv7aRe3kGjuI14BXoRaYGPMi3QNIpf/Bx9d30M58gh9CD5PKNcjgP/8BGU42IfPYKybWrlQaYbfi8cmq51ma57TNc9/CVT7XrTzpZMPVsYs87V/2+CEEKIy2tD3mFbOScNp4V4CBIGCYgiMAw0r8voO95K5sF9WNNTQBJs3ffEJ3PXtidytJOnPNfgUGkDnulQoM02e47N+YDRssPA4ADlsa3oxeGruspnwUJvn6WhT9G2MKTaR4ir3kIwdKLRZX6Fg6Eepch0JilW91Gq7qdYO0Cxup9C/SBGnDxnrBk0C1upl3dSL+1It2208psfefgehjjHxnEP7seammTmx38agI1//LsU7vt6MsVs2066O3bRvu4GWk+4Kbkmpai3g95Us+n6YlA02/BYuoBlzjHTKWdLVztzGCi62KZMOxNCCPHwFW2TaytZNhezUo0vxFlIGLQG6e02pS9+lvlbX3L+UEUpKp/6OLWbn0uczV7QY2uel0wNOLCXzIG9uPv3Utu8lW8+/wVMT8/y7A9/iJNuhe+Wr2V/eRMHS2PEls611iybsz4jZYfBwX7Ko5vJVIbR9Kv/j3VL1yikq9YVHTNdwc7EXYO9pYQQl18rCDlR73K03qHuX8CS9Y+QFgfkG+MUq/sp1fZTTIOifPNY7z6xbtEobKVR3EajtI16OjYL1zziSiLnyCEy+x5I/h15cD/O+CE6ux/F+FvfCcDQ37+bOF+gs3M33e27iIqLTbLDKGau6ffCoaklgVG9vTxUK2ctBksuA6dVFfXlpT+REEKIC2fpGltKWbaVs+RsqUgVYoGEQWtQ5a6PMXL7u5h74Y8x+bpfPnsgpBTD73k3fXfewcTrf5X521565n2iCOf4UcyZKRqPexIzDY9H/84vUjkxDsB8psCe8ha+MXwdn9t6EwYRW/VptmZajBZ0hgbKlDdsIjtyDZp59XfqN9PQp5CGPcW00icrDZ2FEBeo2g04Vu9wrN6he5mb+xtBi2L9IIXaQQr1QxTrD1KoHSLXPNpb9l5pOs38JhrF7TSK19IsbqVZ2EozvwXP7X9YVZ2a52HUq4SDwxDHXPOb/w3nyEG09O8Gf8MYc7e9hPkXviy5v++j7DMDKS+ImEmnmS2dcjZV69LxF1fH1DWo5G0Gim5v+tlAWllUydtSnSnOTym0OEh/JzSUpqWjDmjrorJZiPVsJOewvSJTyIQACYPWpiVBz1kDofPc7v7gu1j3fgVn/x7K4wexAo+25fLjt/0+HjZPPfl9Ik2n1ZdhoOAxllcM9eXoHx4lt3E7Ktu/Sp/05eOaei/0WbrJKl5CiJWilGKq7XO03uFko0u0Cv+GLtDDLoXGEQq9oOggxdpB8s1x9HixGiew8jQLW2jmtyQhUX5rclzYQuCUL+452y3cB/enFah7aD3+SVSf+wKM6hw7fvZVdLdeS3fndXR27KazYzf+xs1wnkrTVjdMw6FuLzCaSSuKvGAxdDN0jb683ZtqthAUDRQdKjkbXYKitUkpzLCFFTQxgyZW0MDym5hhEzNsY4QdjLCLGbWTMexghG2MaHHfjLrokY+mQvQ4RI8D9DhEiwN0FaItnFPRQ1/OQjik6ShAaQaR4RAbLqHpEhlusm+4xKZLZDhERnI+NDMEVgHfKRHYZXy7lGxOicAu4VvFFVstUAjx8BVsk23lLJtLGcx1MNNBiLORMGitOlfgk54v33kHx57yTOqDG8g+uI9/fOZPc7Le5Vlf+yQvfvAeDpbG2FfZzFSlTNynU+5XbChZDAz2UxzbRmfwekIrv9qf5SVjaBp52yBnmeRtY1noY8n0AiHEZRTGMScbyTSyqba/2pfTo8Uh2dZJ8o0j6TbeG7Ptk2hqMWTx7DKt/CbauTHauTFa+Y2L+7kxYtO9oOc05ufo++QdZPbvxX1wH0a7BcDJN/wWtVueizk7g3voAJ2d1xGVHjqAUkrR6IRpQNRNQyKv159oaSNrQ9foL9gMFBz600qihSlo5ZxUFD1SetjF9mtYQR3br2N7NSy/huXXsf1acptfxw7qSeDjNxbDn7C57OftfEIjQ2QmoUtkZIjMTG8/NmxizSTWTZRuEesmsW6htGRMzqfn0HoVc8lzqyWjAhUntyuFpiKMqIsReUkwFXnpcbqFHkaUng/bWGH7vJ+DbxV74VDX7aebGaaTHaaTGaGTHeodB1ZRKpWEuMQsXWNrKcu2Sk5mA4h1R8KgtUwpBt7zbvx//w/23Pwi9tz0LPo+/W8843tfYENrFiP9I+Zkrp//9ZSXUyx2uC48wsZMm+HBAuXhUfyh66n2XU9glx7iya48hkYv7Mnb5rL9jPTzEUKsQZ0w4li9w3itQ+My9Bd6uPTIJ9c8lgZEh5OAqHWcbOsE2dbJXgPrBV13oBcMJSHRKN3MEJ3MEN3MEF134MxqiDjGPnmczL4HaD3mCYQDg5Tu/hSjf/V2APyRDXR2Xkdn5/XUbn42cb5wUZ+DUop6J+gFRL2tkYxLgyJdg/6CQ38hqSJaGAcKNn15B2sdNbPWIx/br2J71XSsYftVrHS0/dqS26q9oMeIvHM+pkIjsIv4dpHAKhBYBUK7QGDlCaw8obWwX1g8tpPbIiNDaGaJzAyR4YC29r8XWhxg+Y0lX6+FUKyahmK13tfV7czgdiZxvbkzHic0MovhUGaYdm6UVmHzI57aKYQ4kwaMFly2V3L0Zx75Kp1CXAkkDFojgjBmut5lstqlOjGLu28PfYf3sfnUQXbOHeUdj38VXx39IZ48+wNeu+9zeH02mX6fof46g2Ml/KHrmRt4LHP9j6WT27Dan86KcU2dnJVU+GQtg5xlpKNJxtRluXYhxBVrtuNzpNbmRL1LuIrTyC6ainE702RbJ8i1TpBtHk/G1ok0MDqFrpYHXUrT6boDdDLDdLPDvZAoGQfxnT48p4JPFvvIUTL7HiCzfw+ZfQ9gzc2y//13EJXKFL/0edwH99HZ/Sg6u64nHBx6eJ/Ckoqimcbi9LPZNCjqLpl6pgGlnNWrKBpYGhgVHFx7Db75oGKsoInl19MQop5W7NTSUKe2LMyx0kDH9mqYUeecDxvpFr5Txk+nPwW9/WJyvDAdykqCH98pE6QB0JUQ4qwmPfJxO1NkOpO47UkynUky7Qkynaklx5PLfrcCM0crncrZm+JZ2EKzsBXfqUhQJMTDVHEttldyjBVcdPk9ElcxCYMus5YXMlVNStknq12m5luY4+PMd0KOFoYZas/xvs+9BYBY06iVy0R9GvlrWmzvnyDjeUxtu5nZgccxN/g45iuPuuDy/LXINXWypkHGMsiaadiTTu/KmoaU7QshrnphHHO83uVIrc3cpVqm/nKKI9zuTPrCdqr3AjfTnsTtHU9h+7WzfnhoZPDcCr5TwXP66Po5goFhfKdC9O8HMO/5PlqQvCCOKmU611/PxBveRGjlUZrxiF8AK6VoeSEzdZ+ZRpfZus9Mw2M2DY6a3eVBV84xkqqiokN/fiEosukvOBSz1kW/kNAjHzNspb1zknGxn056vnf7ksAnaKTTshpYQaM3BepsloY6wUJPm6V9bezSYujjlHvHkZGRgGEVaXGQTu0cJ9ccTyv3xtPKvRPL+iH5VpF6eSe18k5q5d3Uyruol3cQmRe2+qwQInmdsq2c45pyFlvaTIirkIRBl0AUK+YayQooU7V0rHeZqnq0vJDHT+7jUXOHuX5unF3VY2SCLntueBKnnn8TP9S+j+1f+zKlUhW3L6BT3kirmif61inaMzZB02DuhS879ypja4ila2SWBD3JqJO1jN55SduFEGJR3Qs4UktWI/Mu82pkl5sRdnA707jdaWxvHqc7l4ze/Gljcn6hD4uKoFuz6MzYdGYslNLY+LR5AI58cZA4MrBGTIzRDMZoHsoZYt1OGgDrNrHhEBl2ur/kvG6yuKoUy1aXUuiggUKnHelMdC0m2waTHYPJjslE12bCs5j2HGIW/12ztYgRu82o1WTMrLHRqDJmzLJZm2GTNkkhbiz2oom6GGH3jKqqcwnMLKGVTytykuqbZL+QHqfTshamZi0JfCTUufokQdGJXjhUqB+iWN1PqboPK0x6cyk0moUt1Mq7qJV3Uy/volrZRSc7Kj8PQpyHoWlsLmbYXslRcGRpenF1UEqh67qEQQ/HQon5QsPK3jK4teSdwyhOmg6ONad5XOMYg1bMnqc9j6GSy2vf+Sby0ydRI2XcIUU5d4pCXx07H9HMb2Fm6IlMDz2JmcEbKf7zHcuaSJ93lbHLyDF0MqZOxjJwzTTcMfVeyJMxdenML4QQD1OsFKeaXY7UOky2zt2LZT3RIw/bqy5ZcSpZbWqhYsYKmuif+zYcmkadakCY/N3i7nKp3OKiRz7hdBe3GGAoDz32MSL/gsOXCxEog+NqkHFtA+NqhKNqmHE1xDE1yPG4n5ZaXslbMTpssFqMOF1GHI8RN2Agq+jPmZRzNsrOE1g5QitPaObSfjo5QjMr067EhVEx2dZJStW9lKr7KM3vpVTdT7453ruLbxWo9t3A3MBjmOtPNt/tW8WLFmLtGs457JCl6cUVLIwV47U247U2z7xm6ILCoHUbgba9xeVsp2ve4oolNQ/vtFVKBooOgyWHV1R/wKP3f5PhowewWw0AgpERbn3FCMMT91J+6mHyxiy6dYJGYSszQ8/i4NCTmBl6Et3scPKA51hNbPJ1vwxA3513AFySQMg19F6gsxjuLFTzJOekokcIIS4dXdMYK2QYK2RoBSGHq23Ga1d/tdD5xIZDNztMl+Fz3+mGdAxD3MMHyey7n2BwmOZNT8Oo19j5Ey8ltrN0djwu6Tu0+1G0d12HlnPR4jCdWqV6K1tpKgZ1lnPQW5lKaUayn65itRDSFIBHpRskbyK1vYjZRtKbaLbpM9vwmGv4fKfhUZ32iZe876ZrUM4l08368jZ9BZu+vEVfHvoLEYWMJn3zxEPTdNr5jbTzGzm18Vm900bQolg7QLm6l9L8Xiqz32PnA3/Xm2rWzG9OgqE0IKqVd6EMaaorxGTLY7LlUXJMtldybCpm5HWRuCJ0woiD8y2OVNv4scK8iJ/bq7YyqNdEckk/gIWVRmbqHh1/cf61pkFf3u4tR7tVNdk5dZix4wcoH9nP0f/vHSjbZvB9t1P45r2oLYNk+j0G3MP0aw+iadB1+pgaeSpTI09jauSpi+HP8os6fwXQQ91+HhqQ7TVhXmzMnE2DHleCHiGEWJNipTjZ6HKo2mams3aWqL9SaF6X/H1fJ7PnfrJ778c9dAAtijj1S79J9bkvwJydIf+tr9PefQP+xs1wmatbo1hRbaUBUdNnLg2M5ho+c02PRmd5BZNpaElIlE/CokreTkOj5DjvmhIWiYtihB3Kc/fTN/td+ma+Q9/sd8h0pgGIDIf5yqOScGjg8UwPPZHAKa/yFQux+qSvkFjrqt2AB+dbHG90lr3pZGoaL9614eqfJhZGMfNNn7n0XbjZhsdMw++tHLJ0eVlNg0rOTpeUTVYLGSw5DOUs+vIWpmOT/8a9jPzdu7CmpwCIHZfOzt00fuaVDPj3M3jqKwxOfwsj9ol0i9nBG5kceRpTG55GrbzrIUu7K3d9jJHb33X+oGdJIDTx+l9l/raX9m6ydI2cbaZhTxL45JasxCV/HAohxJWt4YUcqrU4WusQxFfQSmRriOZ5uAf3428YI6r0UfzS5xl7R7KAQ5Qv0E4rh6rPuY2otPovev0wZq7ppeHQYlg03/SZb3q0vGjZ/c8WFlXyNpVcUmVUyFx8c2uxzihFpj2xJBz6LuW5+zFiH4VGrbyL6eGbmBm6iZmhGwns4mpfsRCrxtA0tpSSvkJ5e91OqhFrhFKKyZbHgfkW0+2zv4F41YRBsVI0O2Fadu0x20j/SErfTau1gmVrahi6Rn/BPmOZ2IGCQyVvYxo6ertFZu8DZPb8gOzeH5DZv4cTb/w9mk96Ku6BvfR/7MN0du/GHYwZ0PeyYfIecq2TANRKO9Lqnx9mZuhGIjNzUZ+33m5T+uJnmb/1Jeet+NGUYuSzn8C47QWUKmWKjknJschaa3CZWyGEECsuihXHGh0OV9vMXw0rka0mpbBPHiez5wdk9t5Pds/9/F/27js+svq+9//rlDkzZ5pGvWt7X1hjsHEDjME045Le7Jtix7lxnJtenV6vb9p1HP+Sm+vEuS3dLcZgMARsXGJwhWWXLdpVGfUyfc7Mqb8/zkgrbYFlV2UlfZ6PxzzmTJH0lRDamff5fD7faHaYUx/5F9yWVlJPPo554hjWgcNY+w/htrat94qXqTne4omv+VL93PElwiJNVcgkjHNB0dLjpEEmYciOnuICimfTMv8s7VNfoW3qK7TOfiMMhxSVfPMBZjpuZqbzZubab8SNJNd7uUKsi+5klD3NSdri0lop1pbnB4wULU7nKpTsF56JuGHCIM8PKFRs5isLZ8Aal8q5a9dbvr50PBJu7ZqM0rL0+mJbvQYB+swUShDgdHYTmRhj13t+EMX3CVSV+vadVA8cJn/nfSjdaTrHP0/3+BN0TH4J3a3iajGmu17DZO/tTHbfevHWr6sU01SaYhGaojrpaIQmQycV1eWsnhBCCAByNYez+QqjRQtPioVWhFou4SdTALT9v4/Q+ol/QrXDM2x2ZzfVQ9cz8V9+cUPsxFRfEhbllryemm9cF63lYaJC+FqqOWGQaYRFYWgUIZM0aEkYxAypNt7qVK9Oy+w3aZ9+irapr9Ay9y0038FXNPIth5npvJnJ7luYb3sZgRpZ7+UKsaaaYxH2NCfoTcXkb6VYVXXXYzBf5Wy+etnzJa/5MCjdvy/Y+e4PUqg6nP/lU6Ye9scvvDhJRmlNnSuHjugv3IoVPXOK+LFnw9kBx48SmZshd9ebmPyJnwPfp/Vf/x5r7wFqe/eTrg3RNfY43eNP0Dx/FIBqvJuJ3tuZ7Hk9Mx2vxNdjL/j1XqpkRKM1btBmhpeElBsKIYS4DLbnM1SociZfpep4L/4B4vI5DrGzp4kfP4p5/DlUu87ob/whAL1/+Buojk31wHVh9dCe/QTRjbPbjOv5y0KiXMUmX3GW3fbOa0mMRtQwLEosVBNFlt1uikfQZYbGlqK5ViMc+grtU1+hee4Z1MDDiSTDE6fdtzLVfcuqnDgV4loVj2jsbk6wvcmU3ZbFiirZLqfnK4wUqy/5ROCGCIPu+o2/WyxZbmmcmcokXjzsWUqxLMyTx9GKBUq33A7Arnf/AMbUBE5rO9UDh7EOHKJy/Q3YAztQfJfWma/SO/pZerKPYlpTBCjMtx1hsuf1TPTcTjGzd0XPBDZF9TD4iRu0mgYxXVq9hBBCXLkgCJio1DmTqzB9iX5xsXI6P/wXJL75CvzrNwAAIABJREFUNaKj4Zbdga6Tu/ctTL3rvQCopSJ+auPOVPGDgErNZb5sk68sr9DON4Kjcu3CkvSUqYfh0GJIFCGTMGiKh+FR2oygSjvapqXbJTqmvkTnxBfoGv88pjUFQD6zj6nuW5nquYW5thukakhsCRFVYUcmzq7mBKa81xNXYbZqcypXZqJcv+LPcc2HQVczQDr+zNdJPfUlzOONHUN8H6e5ldMf+WdQFMznn8NpbcNtD89MqJ5N+9SX6R39LN1jjxGt58L2r+7XMd57B1M9t1KPta7Y99YU1elMRMPwJ2YQkTNnQgghVkmp7jKYrzBStHBl4PSq0ooFzBPhzEG7bxuFN9yFWimz9+1vw+7qwTpwmOrBsHrI7unbEC1ml8t2/UYw1KgqqtjkF6uMwvuWbtoBoCosBkOZxNJrY/F2IiZt8ZtCEJAunKRz/Em6Jj5P68zXUQM3rBrqfDVTPbcy0fN66mb7eq9UiFWlKtCXMtnTkqApKkGouDxBEDBWqnEqV1mROZGbIwzyfYzsSDjk+fljTLznZ0HX6fzwX5B5+NNYew9gHTwcVv/sO4ifODfMTnOrdE58gZ7RR+gef4KIU8bRE0z2vp6x/ruY6r4FT4+vyPeiKtBmRulORulOxmTIsxBCiDXneD4jRYvBXIWytJCtGbVcJvPIA432sqPopSIAEz/+M+TveTNquYQxlqW2czdENu8bgyAIqNY98tUwGFoIjgoLwVHFoVC9cA6kpio0xc+FReeHR01xg6QpgdFGoztlOia/TOfE5+mceJJ4dbJRif8yxvvuZLzvDiqp7eu9TCFWVUfcYE9Lks7ExmkrFmvL9X2GCuFQ6JVs/1/zMEhRlHuADwAa8OEgCP7rCz3/hcIg8/hRWj/2j8teVLlNzQy9/89xuntRy2X8aPSCF1W6U6Z77HF6Rh+hc+JJdK9G3cgw0XcH431vZLrrNfjaykx+j2oqnYkwAOpMRKVHVAghxDUhCAKmqzancxWmKldeYiyuQBBgjI0SP/YslSMvx+nsJv35x+j9k9/HN6JYe/cvVg9VDx3ZUHOHVkIQBJRr7mJYVKguCY0Wj50L5hctBEZN8QhNCYPMwvWS8ChlRmSHtGtVEJDOn6Rn7DG6s4/SnDsGhDv0TvTdwXjvHeRbDm+qSjohlmqK6uxuTtCfNiXYFgBYrsdgrsLZfBVnFaq61zQMUhRFA04CbwSywNPA9wVBcOxSH7P78JHgj//XvzS2eD1K/NizzHzvD1I98nLiz3yDrr/8M6yD1zVm/ly63Fp1a3RNfI6+4QfpHn8Czatjme2M972R8b67mO24iUBdmQHNKUNfrP5piUVkcrwQQohrWqnucjoXtpB561AFLMLWsvjRbxE/9syy9vZTH/4H3PZOzOe+RWRujurB63DbpIUmCAIq9SWBUaOyqFhdHiA551UYKQqkzMhiULQQHmUWjhvBkfES5lKK1WFWxujJPkZ39jHaZr6KGnhU411M9L6B8b47me14hcwZEptSTFfZnUmwIxOXMSJbVKHucGq+QrZksZqd/WsdBr0a+K0gCO5u3P4VgCAI/vBSH3OwqSn4155elCAg0DRqO/cw830/SOXGm1/86/kOHZNfom/4QXqyjxJxK9SirYwN3EN2233Mtd0Aysr8D5aIaPSlTfpTMdLS9ymEEGIDsj2foXyVwXwFy728bUnF6lAsC3PwJNXDRwDo/rM/JPPEZwGwOzqxDlxH9dD15O++fz2XeU0LgoCq7VFotJ7ll1wvBEaFqkPNvrDk3jS0xYqiMCBqHDcCo0zcIB7V5ITfGjHqObrGP0dP9lE6Jr6A7tWwI2kmem9nbOBeprpeQ7BCVf1CXCt0VWF7U5zdzQkZL7JFTFXqnJovr9mmH2sdBn0ncE8QBO9q3H4HcHMQBO8973nvBt4NsDuVvvHDv/A+rAPXYe3dTxB9ke3bfY+2mafpH/40PaOPELUL2JE04/13MbrtPmY7XrliFUBRTaUvHaM/ZdJiyj9AQgghNgc/CBgv1TidqzC/AgMKxQrwPGJDg5jHjhI//izxY8/iNmU4+4EPA9D2/z5CEI1SPXCY2p79BIa8LrlcdcdbrCQqVJ3zwqPwuGy5nP8qWNeU5SHRksqiheO0GUGXM/srSnMtOia/RE/2s3Rn/x3DKYbBUN8dZAfuZbrzVRIMiU1FAXpTMfa0JGmOSdHBZuMHAaPFcB5QoX7hjpyr6ZoMg5a6rAHSQUDz/LP0Dz1A7+hDmNYMrh5nvPcNZLfdx3TX61ZsBlBEVehJxuhPm7THDTkjJIQQYlObt2wGcxWypdoFb4bFOgoC1EoZP5mCIGD7L74X8+RxAHw9Qm33Xgp33E3+LqkcWgmeH1CsXhgSnQuPLj74GiAZ0y8Mis5rUzMNqTK6Eopn0zH1ZfpGHqI7+xiGU8I2mhjvu5PswD3MdL5KWsnEptJmGuxpSdCViMrfjA3O8XzONKqxa2tYja16Nq0zX6Vr/HN0j3+O1M8/c1lh0EqU04wB/Utu9zXuuyJmZYyBoU8xcPaTpEpn8VSDyZ7byG67j8me1+Pp5lUvGMJdwLoSMfrTMboSMRk8KIQQYstoMQ1aTIPDjSGGQ/kqtmxNv/4UJQyCGsdDf/ShcEv740fDHcuOPYuey4UP1yy2/+JPYu07ELaXHTiE09Ujg3hfAk1VaE4aNCcvfXJxYae0xZBoSZVRWHnkMDxdpXKRM78RTTmvJS1C+ryKI6kyulCgGUz13MZUz22onk3H5BfpHfkMvaMPs/3MR6kbTUz0vbERDN0swZDY8GYtm9kxm5QRDpseSJvy3nSDqTjhnMbhgoW7Rq+nYtUpuiY+T9f452if/BIRt4qnGsx23gw8c1mfYyUqg3TCAdJ3EIZATwPfHwTBc5f6mPMrg3SnTO/IwwwMfZL26acAmGm/idEdb2Ws/24cI31Va1wqE9XZ1hSnP21iyD++QgghBK4fMFyoytb0G4g+M0X3X/53zOePolUqALjNLUz8xM9RfsWrwXFAVUGTmRRrwfX8JWHRkuBoodqo4lC0nBetMkqby8OjhTApLlVGqF6dzokv0jvyEN1jjxFxq9SjzWQH7mV02/3Mt71sxeaGCrGeoprKjkycXZk4UV3+hl/L5iybU/MVJsprUGnte7TMP0PX+OfoGvscmXxYOVyNdzPZcxuTPbcy0/kqlEhizbeWvw/474Rby/9tEAS//0LP3334SPBH//IAHZNfYmDok/RkH0Xz6pRS2xjZ/jZGt7+ZarLvqte1wFAV+tMm25riZKQnUwghhLioIAiYqNQ5PV9h1lqbQYfiKvk+0dFhzGPPEn/+KHPf9j3Ut+8i9cXP0fPn78faezDcnfXgYay9B/Hj8fVe8ZYV7pbmUbxEldHC7YtVGekLVUbxyMVnGcUjpONbp8ooDIaeDHcUHvt3dK9GJdFDdtv9jG67n2Jm73ovUYirpiowkDbZ3ZyQzYyuIUEQMFaucXp+9Wcwak6Fzskv0JN9jM7xzxO18/iKxnzbDUz23Mpkz20Um/Yuqwpe05lBV+K6nZ3B0+9OEqvNUjeayG57EyPb30Ku9ciKljd3xA22NcXpSUobmBBCCPFS5GoOp+fLMldog4oNnqTpsc8QP36U6NAZFN8nUFVO//Xf47Z3EJkYI9AjuO0d671UcR7X8xuzjJZXFi27XX2RKqOFlrQtUGWkO2W6s4/RPxyeaFYDj0LTXka338/otjdhJXrXe4lCXLXORJQ9zQk6EtH1XsqW5fg+w3mL0/kK1VWsojZq83SPPU7P2KN0THwRzbepG01M9dzGZM9tTHW/DsdouuTHX/Nh0E29evDJ334bo9vfwmTPbSs2CBrA1DW2NZlsbzKJR1ZmhzEhhBBiq7Icj8F8hbP5Ko7MFdqQ1GoF88QxYqdPMved3w+KsritvdPWQfXAIawDh6keuI76zt3rvVxxGS46y6hRWbS08qhcu7xZRstvG6TjkQ15IjVam6N35DP0Dz9A6+w3AJhteznZ7feT7b8HO9ayzisU4uo0RcO5Qv1pE3UThbrXsqrTmK9YWL3XQfFylu7sY/RkP0vb7NdRAp9qvIfxvjsY77uTufYbL3v39Gs+DNpz6HDw/o99dsU+nwJ0J6PsyCTokN3AhBBCiBXn+j7DhXCb1IrMFdrwosNniT/zjXAw9fNHiczNUu/bxpkPfQSA9BOP4maaqe09IK1lG9jlzDIqVB28897gKEDS1Bfb0DJLW9IS58KjWOTanWcSL2fpH36A/qEHSBdP4ys6U92vY2THW5nouR1fj633EoW4YrHGXKEdmTgxmSu0KuaqNoP5CmOrUSEdBKTzJ+kZe5Se0UcX5/8UmvYw3vdGJvruIN988Iq6pq75MOiytpa/DDFdZXtTnB1Nccxr+B8jIYQQYrMIgoDxco1Ta9ArL9ZIEKDPTKHnctT2HYAgYM87vg29VCRQVerbdlLdf4jSq15H9WU3rvdqxQpbmGW0vB1t+XG+4mDZF4bAsYh6QVVRJrG82igR09e3gqHxpmtg6N/oH/4UpjWNE0ky1n8PIzvewmz7TTJ4WmxYqgJ9qXCukMzGvXp+EDBatBjMV8mv9GucIKApd5y+0c/QO/IwyfIwAQrzbS9jvO9OxvvupJLadtVfZtOHQR1xgx2ZBN3JqJTHCSGEEOtkvrGLxvha7KIh1pRaKWOeOI75/HNh9dDJY8zf9zZmfvDdKPU6PR94P9X9B7H2H6K2cw/o0pq/2dmuf64trXIuMMo3AqNiY8e087soNFVZMvT64pVGaXONhl/7Hu3TX2Hg7CfpzX4W3a1Sjfcwuv1+Rra/lVLTrtVfgxCrpNWMsKs5QW8yJp0yL1HN9TiTr3I2X6Xu+Sv3iYOATO45ekcepnf0YZLlEXxFY6bjZsYH7mK89w7qZvvKfT02aRhkaArb0mEpXNKQFxxCCCHEtaJiu5zOVRguWLjr8LpCrAHPQ63X8eNxjLFR+n/rFzGmpwDwjSjWnn3M/MAPYx06AkGwohuCiI3D9wNKNedcSLS0Na1xnK/YON5ltKUtBEdLKo+iK9gJoLlVurOPMTD0b3ROfhEl8Mm1HGJk+1vJbnsT9Vjrin0tIdaSqavszCTYkYljbJEdBq/UvGUzmKus7GYZQUDz/FF6Rz5D7+jDJCrZMADqfBVjA/cw3ncndrR5pb7aBTZVGNQSi7AzE6c3ZW7IQXZCCCHEVmF7PmfzVQbzFWruCp5ZE9ckfW4G8/nnMI8/R/z5o0y9671Y+w+R/MoX6fi7/4G1L6wcsvYfpN6/HTRp6RdhW5ple+QrzrJKo/xia9ql29JMQ1usMMo0qooyjdBooUXNvILd0qLWDP3Dn2Zg6N/I5I7hK1pjvtDbmOh9A74mOziJjUdToD9tsqs5QZNsTb/IDwLGSjVO5yrkVqoVLAhonn92SQA0hq/oTHe9mrH+e5joe8OqBkALjJGzxEeHueOd379xwyBNgb60ya6M9D4KIYQQG40fBGSLFqdyFQr1C3czEptb/Nlv0vKpj2I+fwy9kAPAM+Oc+eDf4rZ3oM/N4Edj+MnUOq9UXMts16dQsZdVGC0NkPIVm7LlXnA239DVxba0TCKsKsostqSFgdELzTFKFU4xcPaTDAx9CtOawo6kGBu4h5Edb2Ou7eVS9SY2pFYzwvamOH1buMCiYrucLVQZLlgr0wq2MANo5CH6Rh4KK4DUCNNdryHbfzcTvW/AiWau/utcgpbPYZ44hnn6BDPf90OgqnT9xR+TefwRDj13dOOFQfGIxs5MnO1NUtImhBBCbAbTlTqnchWmKvX1XopYa0FAZHI8rB4aPMnUj7wHVJXuD/4RmUcfot430KgeOoi17xD1bTvWe8Vig/H8gGIjGFo67HoxPGoESRebY5SORxrVReeqjM4NwDZIx1S6Zp9aNl+onOxndPtbGNn+ViqpgfX5poW4ChFVYSBtsj0T3xLVQn4QMF6qcbZQZaZqr8jnTOdP0jfyEL0jD5IqDTdawF5Ndtu9jPfdiWM0rcjXuZjYiWO0PPgJzOePYUyOAxBoGoN/+b9xOruJTE2gqSpvuuWGjRMGdcQNdjUn6EpEZdiVEEIIsQkV6w6n5iuMlqwL3piJrSV24jiJb30N8+SxsHqoVMTu7mXwr/4PAOknPoufTGHtPYCXXr0X1WJr8IOASs0NA6PGLKN8xV4WIl1qjlHKbLSimSq9/gS7Ks+yq/JNupkj1tpNbefrmd1x96q++RNitbTEImzPhNVC+iarFirZLkP5KiPFlakCShbPhBVAww+RLp4mUFRmOm4mO3Av4/1vXPEWMH1+DvPEMWInj2OePM7MO9612Ibd/Zd/RnXfwcVW7NquvQTRc62sG2Jm0J9+/GG2pU12NidIyUBoIYQQYkuouR6DuQpn81VsSYVEo3pIz+ewDhwGYPcPfxeR+TkA7O5erH0HKL3qdZRefet6rlRsYkEQULW9sC2t4lyyyqh2kTlGGcq0GjapVIpYSwdNydi5FrVG9VHsCuYYCbFWIqpCX9pkR1N8Q49o8fyAsXKNoXyVWevqq4Di5VH6hh+kb+QhMvnnCVCYbb+RsW33MdZ3F3WzbQVWDYpto9h1/GSKyHiWbb/x80RmpgEIdJ3ajt1Mv+NdVI+8HHw/bFV9gb8n13wYdN0NLw++8bWvoqvSCiaEEEJsRa4fMFyocjpXoeJc+AZLbF1KzSI2eBLzxHHizz+HefI4hVvewPQ73wOOw8Bv/gK1nXuo7T2Ate8ATkeXzHERa6LueIuVRIWKTX1uDHvqLJVigRkvyQStzAXpCz5uYY7RQkCUji8dfB0eJ2M66iarzhAbTyYWYVvapCcZw1zB3ftWSxAEzFkOYyWL0aJ11SeZzOokvSMP0Tf8IC3zzwIw1/YysgP3MdZ/N7V459UuGGM8S+zU85gnj2OeOE5saJD5N38H0z/0Yyi2Tfefvx9r7wGsfQep79hNYBgv6Utc82HQTTfdFHz1q19d868rhBBCiGtLEASMl8NdPeasFdrVQ2wuQYDiOgQRA31uht4//j1ip0+i2uEcKrepmckf+0lKr339sjOsQqwVxXfonPgi/UP/Rmv2c8y5JmfihzjW8gZOJ29g1osvtqktVB2d/55VVSBthjOMFkKihTlG524bGLqcTBdrozkWoScZoycZIxW9djp5PD9gplpnvFxjoly/6jawqDVD7+jD9I08RNvM1wDItRwiO3Af2YF7sBK9V/y5tXwO89TzKK4TVrcGAXve8W3opSJ+LIa1ez/WvgOUb3oV1sHrrur7WCBhkBBCCCE2nHnL5lSuwnipdsEOQUIs47pER85ingjnKeTueQu1fQdIfvU/6P/dX6Xe00dtz36sPfuo7dlPbdcegshLO7sqxJXQ7RK9o48wMPRJ2qefAmC2/SZGtr+FsYF7cIw0fhBQttzFYKiwbJe0c/fV3Qvf5JqGtiwcSpsLodG54EiqjMRKSxka3Y1gqDkWWfO2R8fzmayEAdBUpY57lRVARj1Hz+gj9I08RPv0UyiBT6FpD9ltbyI7cA+V1PYr/tzpxx8h9fR/EDv1PMb0JAC1ge2c/eDfApD4+lO4LW3U+7eBtvLVVxIGCSGEEGLDqjgug7kqQ4XqVb/gE1tLZGKM9BeewDz1PLFTzy/OHjrz539DfdsOzONHMbIj1PbsX7UX4kIsMCvj9A99ioGhT5IunsFTDSZ7X8/otjcz2XMbvvbCAWXN9hZDosXLkuCoUHUoWQ7nv51TlXD4dXohNIovHBuL96XNCPGozDISL52pq4vBUFvcQF2l36Ga6zFRDgOgmWr9qjefiNgFurOP0TfyEB2TX0YNXEqpbWQH3kR2272UmvZc/idzHGJDZ4idfh7z9EmM8SzDf/DfQVHo/sD7iR/9ZuOExH6svQfCExIx8+q+gcskYZAQQgghNjzH8zlbqDKYq2Bd5Ay5EC9Gn5shduoE5Ve8GjSNzv/5F7Q88DEA/GiM2s7d1HbvZeqHf1yCIbF6goDM/FEGhv6NvuEHidXnsCMpxvvvZmT7/cy2vwLUK/v98/yAci0MiYpVh4LVOLYWwiObouVQrV84m03XFNJmGAyl40suZhgYpRrXEhqJS9EUhaShEY9oJCI6iYjWuOjEIxrai1So1V2fiuNSdTwqjkfFcRvXHtUVmCeo2yW6x/6dvpEH6Zz8EqrvUEn0NFrA7qPQfODFZ855HtHsCHZPL0HEoPlTH6Xj7/4a1Q1b291Umtqe/Yz9wq/jxxPgOBBZv0HcEgYJIYQQYtPwg4CxUo1T82XydXe9lyM2Mt/HmBgLh3eeOkFs8CRaqcSZD30EgO4PvJ/I9CS13Xup7dqHtWcfTlePDKgWK0bxXdqnvkz/0AP0ZD9LxK1imR2MbnsT2W33k28+uCq/b47rnxcQuRSrYWhUrDqLx9ZFdkzT1DA0SsX1xfAo1QiN0qZOuhEcpczIi775F1tLTFeXhUSOHywLf1aj+ld3ynSPPU7vyEN0TjyJ5jtU491kB+5hbOBeci3XveD/Y1ohT+LrT2EOniQ2eIrY4CnUeo2z/+0vqO07SPzot0h+9T/CNuTd+665TQwkDBJCCCHEpjRTrXM6V2GiXF/vpYjNIggWX8i3/eP/Ivm1p4iePY3qhGd9K9ffwMjv/gkAiW88jdPRhd3dC7IrrrhKmmvRNf4E/UOfomviSVTfoZjeSXbb/Yxuu59KamDN12S7/gUh0UI7WtFqXFddKhcJ5hUgEdNJxsKAKBkLw6NkIzQKA6PwOhGVuUZi5WhOhe7xJ+gd+Qxd459D820ss7MRAN3DfOsRUM77m92o+IkNniR2+iTF196Gdeh6zOe+xfZf/Rl8I0ptxy5qu8MTA5Ubb8ZLN63L9/dSSBgkhBBCiE2tbLuczlUYLlh46/BaRmxyrkt0ZAjz9An8WIzirXeA57Hve+9Htet4MZP6zt3Udu2h9MrXUr3+hvVesdjgIvU8vaMP0z/8AO3TTwMw33qE7MC9jPXfjZXoXucVLud6PuXaueqikrX0OLxdahw73oV/oxUFkjGdZCwMiJKxMCRaep2M6STN8Dmyi5o4n26X6B5/gp7RR+iceBLdq2GZ7Yz130N24F7m2152LgByHNSahZ9KoxUL9P3e+4idHVzcldKPxph653vI330/Sr1OZGocu3dgQ7YPSxgkhBBCiC3B9nyG8lUG8zJXSKwy3yc6fDY8i3wmbB2InR1k7tu/l9nv/U+o5RIDv/VL1HbtobZzD7Udu6hv20EQja33ysUGY1Ym6Bt5kP6hB8jkjwMw13bDYjBUi3eu8wovXxAE1F2fUrURENXCaqNyzaVoOZQb95Utl3LNxb7E3/FoRCUZ0xcrj5KxsLpo6X3nHtMxdFXmHK0jtVql6fGHyd33thduoQoCmh/8BIXb78aPx1/08xr1HN3Zf6c3+wjtk19C8x0ss53xvjeSHbiXufYbQVExjx9t/K0+TezMaaKjQ+Rvv4vJ9/48+D79v/1L2P3bsHbtpbZrL3Zv/4YMfi5GwiAhhBBCbCkLc4VO5yrkas56L0dsFZ6H4joE0RiRiTG6P/QnxM6cQqtUAAhUlbGffR+lW25Hy88TOzNIbecuvEzLOi9cbBSJ0hB9I5+hd+QhMvkTBCjMtd9IduAexvvvomZ2rPcSV1Td8SjXwmCobDmUam4YGFkO5bpLpfHYwrV3iZkzuqaQiOrEozqJqEYitnCsk4hpi8cLj8ejOqahSevaCmn+9Mfp+usPMv/mb2fqnT9x8UAoCOj8mw/R8qmPMfnunyT3pm+76OeKWjP0ZB+ld/QR2qafQg08KokexnrfyGTqVVhFk9jQGVAU5r7j+wDY9WNvx5gcx21qDjcK2LGLypEbqb7sxtX8tq8JGvC2/T0SBgkhhBBi65mr2pzKVZgo15AGMrHmgoDI9GR4NvrsIMVb34DdN0D6iUfp/bM/AMBtbqG2I3yDkrv/23FbWtd50WIjSBbPLAZDTYVTBCjMdtzE2MC9jPXdRd1sW+8lrqkgCKg7/mJ4VKk5VOoe5VpYeVSte1RqLtV6OOOoWveo1F1e6O1vzNCIGxrxqIZp6MuuF45NQ8M0NGKN64WLrkkr26IlQc9FA6EXedysjNEz+ii92Udonfk6gReQD7Yxc/3djPXfhfHxz9H0+GfRS8XFj6nuP8Tw+z8IQGzwJG6mJfzbugErxBzXp+Z4WLZHzfaoOR7Venjbst1zx3WXqh0eh/e5WLbH0H+9X8IgIYQQQmxdFcdlMFdluFDFWYUdS4R4KdRqldjgSaJnTxM7O0js7GmiI0Oc/uu/x21rp/lTHyPz2EPUtu2kvn0n9ca129yyId/MiNWVKpxaDIbSxTMEisps28uZ6LuT8b47qSb71nuJ1yQ/CKjZ3rlwqBEWVese1SVvsqt1F+u8+y5VhbRA15QwJIosD4qiEY2orhIzNKIRlVikcd+S41hEJRrRMCIqhqZujgqlSwU+F7sfyMwfpXvscbrH/p3Y2dNUJmOUKi1Ui3GYLROoGif+6dOg67R88l8wRoepb9/ZaMndiZ9Mreu36/kBtuNRc3zqrkfd8akv3HbO3V56Xxj0+MtCn8v5XdNU5VwQGdWIG3rjWiMR1fmf33+ThEFCCCGEEK7vM1ywGMxVKDsXbpssxHpRHJtAj4CikHrycTL//jDRoUEi83NA2GZ24p8fJIgYpL78JGq5RH1gO3b/Nvx4Yn0XL64NQUC6cIrekc/Qk32UpsJJAPKZ/Uz03cF4350UMvslULxKQRBgu/5iMFSzPSwnrMSo2X7j2sOyfWq2i+Wcu6++JAy43HfeuqYQ1VUMXcPQ1TAk0tXGfSpGRCOiKUQ0lYiuoi85jmjqssciWvi4pinoqoKuqWiqgqaGtzVNRVeV1QmgLhL8LNzO330P6sEuWo5/AfPsSdw5h97XFSj0H2HyZAf7X79NAAAgAElEQVTaw9/CaeugtmMn9e27qG3fRenm10Ik8iJfMsAPwiHnrh/geQGeH+D6fnjtBbiej+MFOK5/7tjzG7fD44X7bdcPL44XXns+tuOfu79xebEAZ4GqsCwMXKgyixkaZuSFj8PqNO0FZ2LJzCAhhBBCiPMEQcBUJdyafrpqr/dyhLgkrVggOnyWyMw0hTfcBUD/7/wyya89tfgcp72DynU3MPFTvwRAZGIMt7mFIGauy5rFtSFRGqE7+yg9Y4/ROvN1FAIqiV7G++5kou8O5tpeTqDq673MLWkhUKo7YQvQuetzx+dCBm9Z0FA//37HD8OLRqCxEu/oFYUwHGoEQ6oSXmuKgqqyeFtVFLSF24oS5owKKCiLmaPaOFAUiNkW/Se+Sc/YIGcy3ZQzCQ6XRvjOpx9b/NpWJMpEcxd///q3M9HcT7xWIQgCStE4vh/+7Dw/wA8CgiCswgkC8IIAv3G/5wVh+LNClcCqwmKgZpx/iSwJ6s67LK30Or8SLNoI8VZzuLmEQUIIIYQQL6BYdxjMVRkpytb0YoPwfSJTE0RHhhYvfiLB5H/+aQB2/sQPEc2OYHd0UR/YTn1gO9XDR6jcePM6L1ysl2htjq6xx+nJPkrH5JfQfJu6kWGy93Ymem9nuus1uJHkei9TXKWFoGQhGApDIh/HXaiA8RerYcIKmWCxQsbzG48tVtCE1TSLAcxi2MK50KVx7fsshjNBEGDWwsH5lWiCtsIU3/OFf6QrN0FLJb+41n9++e18fds+MlaVQ5NZsm3bGW3fRT7VjNLYBn5poBSGTywJpkBZDKiWPxZWOS1UPDWqnxrVUOeOwxa8i1ZVaSoRPaycijSqpzYiCYOEEEIIIS6D7fkMFaoM5qpYrrSQiY0r+ZUvEh0+0wiKhomOjVC49Y6wcigI2PmeH8Rta6feO4DdP0C9d4D6jl14TZn1XrpYA5pToXPiSXqyj9E1/gSGU8JXdObab2Cq+1amum+hkNkn7WTisii2TeaRBzCyo0Szw0RHh9HzOabf/k7Kb76HzhOPkPrQ/8NMlIgnK0TTLgRg5XUq4zHGX/c9TL3zvfL7tgokDBJCCCGEeAmCIGC8XGMwV2XWkhYysQm4Lmqthp9MotRrdP3VB4hmRzCyI2jV8Az+7He/nZkf+BHUSpnOv/4gdm8fdk8/dk8vdncfgSktZ5uR4ju0zH6TrvHP0znxJJn88wBYZgdT3bcw1X0L012vwTHS67xSsZ5ip09iZEcwxkaJjo1ijI9Suf7lTP/Ij4Pnse+77yMwDOy+AWhPEE9UaEmP0qGHc6vq0Wamul5H7UQNHnqGmbu+a9nMoBfcdl5cMQmDhBBCCCGuUKHucEZayMRmFQTo83MYYyO4LW3YfQMYo8MM/OYvEpmbWfbU8Z/6JQpvuBt9Zpr0F5/A7u7F7u3H7ux+0SGuYuOIVafonPwCnRNfoGPiixhOEV/RmG89wlTPrUx1vZZ880FQtfVeqlhBimVhTI5jTIxhTIwRmRjDa8ow8453AbDrR78PY3qKQFVxOrqwe/spveLV5O+5n3T+FO1nP0db+Vt0TP0HEbcS/s603cBU9+uY6n4d+cwBOv/2Ly9vNzEJhFaMhEFCCCGEEFfJ8cJdyM7kZRcysTUo9Vr4xnAsizGepXTza7EHtpP8yhfp/4NfX3xeoKo4be2M/fxvUNt3gMjEGLEzp3C6erC7evATModmo1J8l+a5Z+iaeJLOic/TPP8cAE4kyWz7jcx2vJKZjldSaD4gg6g3ALVcJjI9gTERhj5Kvc7sD/wwANt+5aeIH3t28bluUzOVIy9n/OfeB4B5/CheIonT1UW6MkTb9FO0Tz9F6/TTRO0CAJVED9NdYfgz3flqXKOxvfuLBT4SCK0aCYOEEEIIIVbIwi5kg/kqU5X6ei9HiHWhlksY49nGZQxjcpzpt/8IbkcXzZ/6KF0f/tDic91UGqerh+yv/DZuazvGyBB6bh6noxOnrUOqijaQaG2O9skv0zbzNO1TT5EqnQXA0RPMddzETPsrmO18JfnmgxIOrQPFsYlMTxGZmggvs7PMvOOdAHR/8I/JPPrgsufbXT0M/tX/AUUh+fSXUep1nO4e7O5e/HgifJLv0ZQ/Qfv0U7RNP03bzFcxFsOfPmY6XslsxyuY7XgF1WTfRdfV/OmP0/XXH3zhoGdJIDT57p8k96ZvW7kfzBYmYZAQQgghxCoo2y5n8lWGC1WcFdq+VoiNTqlZiwFRZHK80Xoyzuiv/R5BNEbHR/6K1k/8MwCBouC2tOJ0dDH8u38CkQixU8+jVio4nV24be0EEWOdvyNxKTFrmtbpry4GBeniIACOHmeu/UZmO17BfOsR8i2HZKeyFaBWq+izU0RmpsPQZ3aaue/4fvx4nNZ//r+0//1HUJa8n/f1CKf+90fxE0mST30JY2wUp6sbuzMMfC42B8yo52iee4aWuWfC69lvYThFAMrJgUY1WBj+WImey1530+MPk7vvbS9c8RMEND/4CQq3340fj7+0H464KAmDhBBCCCFWkesHZEsWZ/JV8jVnvZcjxDVNy80TzY4QmZ5sXKbQigWyv/4HAPT80e/S9IXHF5/vNmWob9vByO/+CRDulKbWajht7bhtHTgtrVJddI2IWrO0zTxN23RYOZQungYgQKGU3kWu9TC51uvJtVxHIbMPX5Ogb5HjEJmdRp+fJTI7iz43Q2R2mvm3fjdOZxeZRx6g+0N/uuxDAk3jzAc+jN2/jfgz3yB+7Bmcjm7sru4wTG1uBVW95JdU3RqZ3LHF4Kd5/lmS5dHwcysqxfRu5tuOMNuo/rHiXav6IxArT8IgIYQQQog1kqvZnMlXyRZrMnBaiCugz82GA2ynJ4nMTKPPToOqMvnjPwPAtl/6SeLPP7f4/EBRqB4+wsjvhW+UWz/6DyiOjdvSitvShtvcgtPWgdeUWZfvZysLq0yO0jzfCBvmjhKrzwHgqREKmf3kWq8j13IdudbrKKV2bNrB1Gq1gnnsWSLzs+hz4SUyP8vsd3w/1qHrST79Zfp/733LPsZLJMj+6u9RPXyE6NAZkl/7Ck57B057J057J25zC2iX9/PSnTKpwmmaCqfIzD9Hy9wzpPMnUQMXgGq8m/nW68OwrvU6cs2H8CKJFf0ZRFSFeEQjHtEwdQ3XD6g6HlXXw3I85F/MlSdhkBBCCCHEGnM8n5FiWC1Ust31Xo4Qm4ZiWURmp8MqitmwesJLpsi9+TsA2P6zP4Y5eGrZx5RuetVi5VH/7/wKgargNTXjNmVwM83Udu3BOnQEAC2fw0ulL/tNtngJggCzOk7z3LO0zD1L8/yzZOaPEnGrAHiqQSm9k1LTLopNeyild1Fs2kUlOXBtzSDyPLRSAb1QwEskcdvaUUtFWj/2j+i5+fCSn0fP5Zh5+w+Tv+t+omcH2fnTPwqEAaaXacZpaWPm7e+k8vJXoM/PkfjG07itbTgtbbitbVc0fF11a6SLg6QLpxbDn3T+FPHq+OJz7EhqMYDLtR4h13qYmtlx1T8WQ1NIRPQw8NG1xeBn4RJ5gSqlIAiwXD8MhxyXqus1jsNLRcKiK7JmYZCiKN8F/BZwAHhlEASXlfBIGCSEEEKIzWymWudsvsp4uYaMFhJiDTgOej6HPj+HnpvDjyeoXn8DAH2//2tEZqbRCjn0Qh7F88jd/WYm3/Mz4Hns/867IQjwUmm8pgxuUzOF299I4c57wXFoeeBj4WNLLm5r27mBu+Kl8T1SpbM0zz1DunCKdGGQVPE0icq58MJTI5RTOyg27abUtJti0y7Kqe1UE71XP4vI9xdbqcznn0Mrl9CKhfBSyFPbvY/Sa29DqdfY8dPvRi8W0MqlxQ+f/a4fYObt70QrFtj9I9+N29yCl2nBbW7BzbRQvOV2qte9DKVeJ3b2NE5rW9i+pV95uKX4DmZ1kkQ5S7wyRqI8Sqp4hnThJMnyKErgL/7cSumdFJv2hJfMHopNe6kmekC5dDBz2esAWswInYkYXYkoTVEdZZV2AbM9n+lKnclKnalKnbrnr8rX2WzWMgw6APjA/wB+XsIgIYQQQohzaq7HcMFiqFClItvTC7H+ggC1Ukbxfbx0EzgOzZ99MAyK8jm0Qh69kKdw6x3k730L+twse37kuy/4NNP/6UeZ+47vQ5+eZNv7fgY/kcSLJ/DjCbxEksIb76N6+AhaIU/qP76Al0jixxP48Th+zMTp6AoH5vp+OGBXttUO25qKZ0kVTpMunCZVDK8TlTEAggACH+pqCjvTTTXRQzmfpO6msJUEjh/H8aPUOgco3vZGALr/7A8xpidRy6Uw9CmXKb3qtYz/3K8BsPd73oRWsxbXEOg6uXvfwtS73gtBQM+f/gFeKoWXbsJLZ3BTaeo7dmH3DYQLghX5b6e6NWK1WeKVsTDsqYwRXwh+KmOY1tRi4APgKxrl1LZGULaHQtMeipm9q1JRFdNUOhNROpNROuJRDO3qQ6WXKggC8nWXqUqNyXKdXM2RqqFLWPM2MUVRnkDCICGEEEKIiwqCgJmqzVBBqoWE2FCCANWqopWKaKUSWqmAVipS274Te2AH+sw07f/3b9AqZdRqBa1aQa1UmP7Bd1N63esxjx9l+y//lws+bfYXf5PSa28j8Y2n6f/tX8aPmfgxkyAWw4+ZTP7nn8Laf4jYiWO0fOqjBBGDwDDwG9e5e9+C296JkR0hfuwZ/IgBmk6g6wSaRvW6G/Dj8bCtbmo8fEwLHwt0DbunH3Q9rIYpFQmWBlKKgtPRBaoahiiVSpjC+D6KH17bA9sB0Kcn0Qv5ZY8pQUD1cNiCZx4/SmRqAsVxUFwHxXEIIhHy974VgMzDDxA7exqlXket11DsOl5TMxM/+QsA9P6338E8/ixa3UKp1VA8H6U3RdP39mBWJpj7pxx2bnl7X7zTpu1+A8fIMPtwHd9RCeIx/EQcP5HE2d6P9aqbsI0mlMFJnEQzTqYVN92Cl0jhaxECRb/8kMf30Pw6mldH9WxU31481t0K0XqOaH0eo57HqOfC27V5DDsX3q7l0D1r2acMULDiXVQTvVQSvVSTveeOE31Y8U4CdXWGqIfVPwZdiSidiSiZ2LU3rF2qhi7tpYRB11AjphBCCCHE5qQoCh2JKB2JKHXXZ6RYZahQpWRLtZAQ1zRFaVT0JHA6uy942G3vYOJnfuWSH27t2c+pv/mnxbBIrVZQazWsfQcBcDq6mPuuH0CxLNSahVqvoVoWfiwGgFYqEhs8hWrbKI6NYtuojk3p1bfitncSf+4Zuv+/P73g6w5+6O+w4wOkv/gEnX/7lxc8fupv/wm3tZ3mBz9B+z/8rwseP/EPn8KPJ2j7l/9L6yf+5YLHj3/8UVBV2v7172l++IFlj/mxGCf+6UEAmh/8JE2ff2z5zyzTvBgGxZ/5Bolnvk4QjeJHY/jRKIERW3xubccuvHicIBrDj8XwzThORyfHbr0DgNjuE2huFYMy0aCA6c2juDPM1qYx7ALN9xWI2AWM+jiGXQiHJzvAk393qf9k574PRcdXdQJVx1d0AjWCr+oogYfq2Wi+jerVUYPL/zvu6HHsaAv1aDP1aCvF9G7saHN4O9ZKNdFDNdFHNd5FsIY7rylAezxKfzpGdzK2LtU/L4WhqfSlTfrSJkEQkKs5ZEs1skWLmgRDl+1FK4MURXkUuNiecu8LguCTjec8wYtUBimK8m7g3QADAwM3Dg8PX+mahRBCCCE2hdlGtdBYycKTaiEhxEuk1Oto5SKKbaO4LornoXgu9f7tBIaBPjOFMT6G4rmLj+N5lF/xKoJojOjQGaJDZ4AAggAlAAgo3PIGiESInTxOdGQIVI1AVUBVCVSN0mtuBVUlOjRIZGaaQFVBUQlUlcAwsA5eB4Q7xSl2nUCPEET0xnWEIBq71Le0eoIA3a00wqEChh1eInYB1bdRfRfVd1F8FzVwGsfOufsDF9V3CBQNT4viqwa+ZuBpUTw1iq81bjeOPS2Kp5nUYy3Uoy3Y0Qy+Fl377/sFtJoR+lImfakYUX3jD1APgoBZy2a0aDFWquFswTJcaRMTQgghhNhAbM9ntBjOFirUZScyIYQQqyMT1cOqmpRJPLLxA6BL8YOAqUqd0aLFRLmOtw67qK8HaRMTQgghhNhADE1lV3OCXc0JcjWH4UKVbNHC3oJnNYUQQqyspKHRnwrbqlLG1ogAVEWhOxm2vbm+z0S5TrZkMVWpy9y+hqv6TVAU5duADwLtwKcVRflmEAR3r8jKhBBCCCG2oOZYhOZYE9d3pJko1xguhC9e5bWrEEKIyxXVVPrSMQbScZqvwSHQa0lXVfrTJv1pE9vzyZYsRgoW8zVnvZe2rq4qDAqC4OPAx1doLUIIIYQQokFVFHpTJr0pk5rrMVK0GC5YlGxpIxNCCHEhTYHuZIyBtElHIoq6AtvebzaGprIzk2BnJkHZdhkpWowWLSrO1tvQYWvUiAkhhBBCbGAxXWNvS5K9LUnmLZvhokW2aG3J4ZhCCCGWa48bDKRNelIxIuq1vRPYtSRp6BxsS3GwLcWcZTNSsMiWts6/rRIGCSGEEEJsIC2mQYtpcH172EY2UpQ2MiGE2GrShr7Y+rSZB0GvlVbToNU0uL4jzWTl3L+tmzkXkjBICCGEEGID0lQl3BEmbVL3fLKNUvetPgNBCCE2q6gWzr4ZSJtktvgcoNWiqedatDf7v60SBgkhhBBCbHDRJbuRVRZmIJQsyvbWm4EghBCbia4o9KRi9KdNOuIGiswBWjNL/23djPOFJAwSQgghhNhEEobOgbYUB9pS5Go2I0WLbLFG3fPXe2lCCCEugwJ0JKL0p016kjF0VQKg9XbBfKGixVjJwvY2bh+ZhEFCCCGEEJtUc8ygORbOF5qu2owWLSbKtS0zHFMIITaSTCzCQNqkLxUjpsscoGvVwnyhIx1pJst1RooWk5XahpsvJGGQEEIIIcQmpygKnYkonYkofhAwVamTLdWYKNdwN9qrVyGE2ESSEY2+tEl/yiQVlbfnG4naaOHrScWwPZ+xUo1syWKmaq/30i6L/LYJIYQQQmwhqqLQnYzRnYzh+QvBkMVkuY4bSDAkhBCrzdRV+lLhBgDNMgh6UzA0lR2ZODsycSzXCwdPl2rkr+HB0xIGCSGEEEJsUZp67qym5wdMVmpkSzUmy3U8CYaEEGLFGJpCb9KkPx2j1ZRB0JuZqWvsaUmypyVJ2XYZvUY3dZAwSAghhBBCLNtO1/V9pip1xko1Jit1aSUTQogroCsK3akY/akYHYkoqgRAW05y2aYOTqNiyKLmrv+mDhIGCSGEEEKIZXRVXQyG/CBgulpnvFRjolyXXcmEEOIF6IpCVzJKbypGVyKGJjuBiYbmWITmWITD7SlmLZuxUo2x0vrt9ilhkBBCCCGEuCRVUehKhG9qgiBgznIYL9cYL9eoOtdWybsQQqwHXVXoSkTpTZl0JaISAIkXpCgK7fEo7fEoRzrSzFo22VKN8TUOhiQMEkIIIYQQl0VRFNriBm1xg+s70uRrjWCoVKNou+u9PCGEWDO6qtDdCIA6JQASV2hpMPSyNQ6GJAwSQgghhBBXJBOLkIlFONiWouq4TJTrTFbqzFTryJghIcRmE1EVupIxelMxOuMSAImVddFgqBhW4q5GMCRhkBBCCCGEuGrxiM6uZp1dzQlc32e6YjNZCXcmq8mcISHEBmXqKt3JGN3JGO1xQ4ZAizWxLBgK0sxZNuPl+oq2aEsYJIQQQgghVpSuqotb1gdBQL7uMlmuMVGpk6856708IYR4QWlDpzsZoycVJRONyDbwYl2FLdpR2uLRZS3aE+UahfqVt2hLGCSEEEIIIVaNoiiLO6gcaEtRcz2mK3WmKnWmq7bsTiaEWHcK0GIa9CSjdCdjJA15myyuXUtbtCu229jUoc6cZb+kzyO/5UIIIYQQYs3EdI2BpjgDTXGCIKBQdxvBUPhCVmYNCSHWQkRV6IhH6UpG6UrEiOrqei9JiJcsYejsaUmypyVJ3fWYqtQv+2MlDBJCCCGEEOtCUZTFM5z7WpO4vs9M1V6sHCrL1vVCiBWUNnS6klE6E1FaTZn/IzaXaONky+WSMEgIIYQQQlwTdPXcoFaAquMyXbWZqdrMVOvUXGkpE0JcPk1R6EgYdCbC6p94RFvvJQlxzZAwSAghhBBCXJPiEZ3tTTrbG2c6y7a7GAzNyLwhIcRFpA2djkRY/SO7fwlxaRIGCSGEEEKIDSFp6CQNnR2ZMBwq1p1GOGQza9WxPRk4JMRWY+oq7fEoHYkoHXGDmC7VP0JcDgmDhBBCCCHEhpSORkhHI+xqThAEAUXbZc6ymbMc5iybqswcEmLTiagK7XFjMQBKyc5fQlwR+T9HCCGEEEJseIqi0BSN0BSNsDMT3me5HnNVuxEQ2RTqLlI7JMTGoisKLWaEtnhY+dMci6BI65cQV03CICGEEEIIsSmZukZf2qQvbQLg+j7zlsOsZTNv2eRqDo7sZS/ENcVQFVrjBm2mQatpkIlFZO6PEKtAwiAhhBBCCLEl6KoazhVJRAEIgoCy45GzbOZrDrmaQ6HuIPmQEGsnpqu0mY3wJ26QNnSp/BFiDUgYJIQQQgghtiRFUUgZOilDZ6ApvM8PAvKNYChXc5iv2ZRtmT0kxEpQgKZohBYzQnMsQptpkJCZP0KsC/k/TwghhBBCiAZVUWgxDVpMY/E+x/PJ1x0KNTe8rjsUZf6QEC8qHtFoiYXBT4tpkIlG0FSp+hHiWiBhkPj/27u7EDvOOo7jv9/MnJfdzSZbbdGQNLSg9MYLW0JBKlWsSsT4cuGFgoL1IjcqFS+qsRfipQjihaCEpFIxWqW1KCLaiAX1otoXI7VNI7UUmqLEIiHZvOyeM/P3YmY3x2S3edlzZnZ3vh9Ynjkzk8z/4iHk/Hae/wMAAIA30EnLratvmu4tn8uLcveyU9XSsnIcKg8iIrRTN7HmquDnhqmu3tTvsM07sI4RBgEAAADXKE1cfuntd5bPLfUgOl29OXR6YajTi0PNL/IWETaX6SzVtn6muV5H2/odzfU6mu4Q/AAbCWEQAAAAMAajPYh2zF48X0TozOJwJCAa6MzCUPMDehFhfbOk2W6muX5H23pLY0fdNGm6NABrRBgEAAAATFBia1uv/BI9Ki/KkGh+caj5wVDzi/nyZ7a8R50SaznInO1m2torxy3djG3dgU2KMAgAAABoQFr1WJnrdy67tjAsqoBoWAVEuc4Ohjo7yDUkKMJ16iTWlirk2ToS/Mx0UrZzB1qGMAgAAABYZ3pZol7W1ZtHdjVbspAXOlcFQ+cG+cg41LlBLrKiduulibZ0U810suVxppNqSzdjeReAZYRBAAAAwAbSSxP10q5u6F9+LSJ0IS90bpDr/CDX+WGu88OiHAfl8YVhTkPrDcqS+lmiqSzVdCf9v3Gmk2qmmypLCHwAXNmawiDb35L0EUmLkv4p6d6IODWOwgAAAABcG9uayspwQFMr3xMRWsiXAqJyvDAstJDnWsgLLQyL5XEYxEZ16SYu3whLU/WyRP000VQn1XSWaqoKfKayhOVcAMZirW8GHZG0PyKGtr8pab+kr6y9LAAAAACTYFv9LFU/S1d8u2hUXoQu5PnFgKgKiQZFocU8NCgKDfKLx4t5QfNrSamtTmp1k0SdNFE3tTpJom6aqJcm6mfl2MtS9dNEvSyhUTOAWq0pDIqIx0c+PinpE2srBwAAAMB6kSbWTJJp5vIe16uKCA2KKEOiIpQXhYZFlD8RypeOi9AwymtL54oIFSEVEcojFNVxsTxWxyqvXWvslFiyrMTlLm+2lKga7eXraWKltrKk/EldnstGzqeJldnKRkKfTmJ1U4IdAOvfOHsGfU7ST1e7aHufpH2StGvXrjE+FgAAAMB6YVvdtAxFZhp4flyytC1U9tpheRUAXHTFMMj27yS9dYVLD0TEL6p7HpA0lHR4tb8nIg5IOiBJu3fv5t1RAAAAAGN3aehDBAQAl7tiGBQR73+j67Y/K2mvpHvi0hgeAAAAAAAA68padxPbI+l+Se+JiHPjKQkAAAAAAACTkqzxz39X0qykI7aP2v7+GGoCAAAAAADAhKx1N7G3jasQAAAAAAAATN5a3wwCAAAAAADABkIYBAAAAAAA0CKEQQAAAAAAAC1CGAQAAAAAANAihEEAAAAAAAAtQhgEAAAAAADQIoRBAAAAAAAALUIYBAAAAAAA0CKEQQAAAAAAAC1CGAQAAAAAANAihEEAAAAAAAAtQhgEAAAAAADQIoRBAAAAAAAALUIYBAAAAAAA0CKEQQAAAAAAAC1CGAQAAAAAANAijoj6H2qfkXS89gcD9bpR0utNFwFMGPMcbcA8Rxswz9EGzHO0wW0RMXulm7I6KlnB8YjY3dCzgVrYfpp5js2OeY42YJ6jDZjnaAPmOdrA9tNXcx/LxAAAAAAAAFqEMAgAAAAAAKBFmgqDDjT0XKBOzHO0AfMcbcA8Rxswz9EGzHO0wVXN80YaSAMAAAAAAKAZLBMDAAAAAABoEcIgAAAAAACAFqk1DLK9x/Zx2y/Z/mqdzwbqYvtB2ydt/73pWoBJsX2z7Sdsv2D7edv3NV0TMG62+7b/Yvtv1Tz/RtM1AZNgO7X9V9u/aroWYFJsv2L7OdtHr3brbWCjsT1n+xHbL9o+Zvtdq95bV88g26mkf0j6gKQTkp6S9KmIeKGWAoCa2L5b0rykH0bEO5quB5gE29slbY+IZ23PSnpG0sf5Nx2biW1LmomIedsdSX+SdF9EPNlwacBY2f6ypN2StkbE3qbrASbB9iuSdkfE603XAkyK7Yck/TEiDtruSpqOiFMr3Vvnm0F3SnopIl6OiEVJD0v6WI3PB2oREX+Q9N+m6wAmKSL+FRHPVsdnJB2TtKPZqoDxitJ89bFT/bDzBjYV2zslfVjSwaZrAQBcP9vbJDuTCEEAAAImSURBVN0t6ZAkRcTiakGQVG8YtEPSqyOfT4gvDgCw4dm+RdLtkv7cbCXA+FXLZ45KOinpSEQwz7HZfEfS/ZKKpgsBJiwkPW77Gdv7mi4GmIBbJf1H0g+qpb8Hbc+sdjMNpAEA1832FkmPSvpSRJxuuh5g3CIij4h3Stop6U7bLP/FpmF7r6STEfFM07UANXh3RNwh6UOSPl+1dgA2k0zSHZK+FxG3SzoradVezXWGQa9Junnk887qHABgA6p6qDwq6XBE/LzpeoBJql6zfkLSnqZrAcboLkkfrXqpPCzpfbZ/1GxJwGRExGvVeFLSYyrbmACbyQlJJ0beYn5EZTi0ojrDoKckvd32rVUjo09K+mWNzwcAjEnVWPeQpGMR8e2m6wEmwfZNtueq4ymVm2C82GxVwPhExP6I2BkRt6j8v/nvI+LTDZcFjJ3tmWrDC1XLZj4oiZ1/salExL8lvWr7turUPZJW3dwlq6UqSRExtP0FSb+VlEp6MCKer+v5QF1s/0TSeyXdaPuEpK9HxKFmqwLG7i5Jn5H0XNVPRZK+FhG/brAmYNy2S3qo2hE1kfSziGDrbQDYeN4i6bHyd1nKJP04In7TbEnARHxR0uHqBZyXJd272o21bS0PAAAAAACA5tFAGgAAAAAAoEUIgwAAAAAAAFqEMAgAAAAAAKBFCIMAAAAAAABahDAIAAAAAACgRQiDAAAAAAAAWoQwCAAAAAAAoEX+B4W3C0fd17KSAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1440x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}